In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fd4ecab0828>=======
<matplotlib.image.AxesImage at 0x7fd00c513908>>>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fd4ec9de470>=======
<matplotlib.image.AxesImage at 0x7fd00c440518>>>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
inputs_image = tf.placeholder(tf.float32,(None,image_width,image_height,image_channels),name='inputs_image')
inputs_z = tf.placeholder(tf.float32, (None, z_dim),name='inputs_z')
learning_rate = tf.placeholder(tf.float32,name='learning_rate')
return (inputs_image, inputs_z, learning_rate)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
# Input layer is 28x28x3
alpha = 0.2
with tf.variable_scope('discriminator', reuse = reuse):
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same')
x1 = tf.maximum(alpha * x1, x1)
#x1 = tf.nn.dropout(x1, 0.5)
# 14x14x64
x2 = tf.layers.conv2d(x1, 128, 5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=True)
x2 = tf.maximum(alpha * x2, x2)
#x2 = tf.nn.dropout(x2, 0.5)
# 7x7x128
x3 = tf.layers.conv2d(x2, 256, 5, strides=2, padding='same')
x3 = tf.layers.batch_normalization(x3, training=True)
x3 = tf.maximum(alpha * x3, x3)
#x3 = tf.nn.dropout(x3, 0.5)
# 4x4x256
x4 = tf.layers.conv2d(x3, 256, 5, strides=2, padding='same')
x4 = tf.layers.batch_normalization(x3, training=True)
x4 = tf.maximum(alpha * x4, x4)
#x4 = tf.nn.dropout(x4, 0.5)
# 2x2x256
# Flatten it
flat = tf.reshape(x4, (-1, 2*2*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.2
with tf.variable_scope("generator", reuse = not is_train):
# First fully connected layer
x1 = tf.layers.dense(z, 7*7*512)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 7, 7, 512))
x1 = tf.layers.batch_normalization(x1, training = is_train)
x1 = tf.maximum(alpha * x1, x1)
# 7x7x512
x2 = tf.layers.conv2d_transpose(x1, 256, 5, strides = 1, padding = 'same')
x2 = tf.layers.batch_normalization(x2, training = is_train)
x2 = tf.maximum(alpha * x2, x2)
# 7x7x256
x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides = 1, padding = 'same')
x3 = tf.layers.batch_normalization(x3, training = is_train)
x3 = tf.maximum(alpha * x3, x3)
# 7x7x128
x4 = tf.layers.conv2d_transpose(x3, 64, 5, strides = 2, padding = 'same')
x4 = tf.layers.batch_normalization(x4, training = is_train)
x4 = tf.maximum(alpha * x4, x4)
# 28x28x64
# Output layer
logits = tf.layers.conv2d_transpose(x4, out_channel_dim, 5, strides = 2, padding = 'same')
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim, is_train=True)
d_model_real, d_logits_real = discriminator(input_real, reuse=False)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
d_loss_real = tf.reduce_mean( # Add smoothing
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)*0.9))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
# The inputs
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for e in range(epochs):
steps = 0
for batch_images in get_batches(batch_size):
steps += 1
<<<<<<< HEAD
#Resize batch image
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>>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
batch_images = batch_images.reshape(batch_size, data_shape[1], data_shape[2], data_shape[3])
batch_images = batch_images*2
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
if steps % 10 == 0:
# At the end of each epoch, get the losses and print them out
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(e+1, epochs),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % 100 == 0:
<<<<<<< HEAD
# Show generated 25 pictures
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>>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
show_generator_output(sess, 25, input_z, data_shape[3], data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 32
z_dim = 100 # Reduced z_dim as suggested by a reviewer
learning_rate = 0.002
=======
In [16]:
batch_size = 32
z_dim = 200
learning_rate = 0.0001
>>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
beta1 = 0.5
"""
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"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.0072... Generator Loss: 1.0120 Epoch 1/2... Discriminator Loss: 1.2838... Generator Loss: 0.6079 Epoch 1/2... Discriminator Loss: 0.4739... Generator Loss: 2.8979 Epoch 1/2... Discriminator Loss: 0.7768... Generator Loss: 2.5562 Epoch 1/2... Discriminator Loss: 0.8676... Generator Loss: 1.2272 Epoch 1/2... Discriminator Loss: 3.2516... Generator Loss: 0.1684 Epoch 1/2... Discriminator Loss: 0.6542... Generator Loss: 1.7679 Epoch 1/2... Discriminator Loss: 1.5303... Generator Loss: 0.5378 Epoch 1/2... Discriminator Loss: 1.0580... Generator Loss: 1.3985 Epoch 1/2... Discriminator Loss: 1.1796... Generator Loss: 1.3342 =======Epoch 1/2... Discriminator Loss: 0.9266... Generator Loss: 1.1614 Epoch 1/2... Discriminator Loss: 1.3194... Generator Loss: 0.8954 Epoch 1/2... Discriminator Loss: 1.0759... Generator Loss: 1.0983 Epoch 1/2... Discriminator Loss: 1.7074... Generator Loss: 0.8620 Epoch 1/2... Discriminator Loss: 1.6602... Generator Loss: 0.5719 Epoch 1/2... Discriminator Loss: 1.6662... Generator Loss: 0.8577 Epoch 1/2... Discriminator Loss: 1.3286... Generator Loss: 1.0101 Epoch 1/2... Discriminator Loss: 1.5799... Generator Loss: 0.6402 Epoch 1/2... Discriminator Loss: 1.4269... Generator Loss: 1.1131 Epoch 1/2... Discriminator Loss: 1.3242... Generator Loss: 1.2079 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.3118... Generator Loss: 0.6999 Epoch 1/2... Discriminator Loss: 1.2643... Generator Loss: 0.6827 Epoch 1/2... Discriminator Loss: 1.0059... Generator Loss: 0.8787 Epoch 1/2... Discriminator Loss: 1.2340... Generator Loss: 1.4838 Epoch 1/2... Discriminator Loss: 1.3395... Generator Loss: 0.6885 Epoch 1/2... Discriminator Loss: 1.3592... Generator Loss: 0.6696 Epoch 1/2... Discriminator Loss: 0.9757... Generator Loss: 1.2342 Epoch 1/2... Discriminator Loss: 1.2651... Generator Loss: 1.0624 Epoch 1/2... Discriminator Loss: 1.1626... Generator Loss: 0.9620 Epoch 1/2... Discriminator Loss: 1.1917... Generator Loss: 0.8982 =======Epoch 1/2... Discriminator Loss: 1.0583... Generator Loss: 1.2706 Epoch 1/2... Discriminator Loss: 0.7966... Generator Loss: 1.8003 Epoch 1/2... Discriminator Loss: 1.3565... Generator Loss: 1.1790 Epoch 1/2... Discriminator Loss: 1.3404... Generator Loss: 1.0428 Epoch 1/2... Discriminator Loss: 1.1480... Generator Loss: 1.2361 Epoch 1/2... Discriminator Loss: 1.7375... Generator Loss: 1.2602 Epoch 1/2... Discriminator Loss: 1.6231... Generator Loss: 1.0020 Epoch 1/2... Discriminator Loss: 1.8554... Generator Loss: 1.2379 Epoch 1/2... Discriminator Loss: 1.5913... Generator Loss: 0.7697 Epoch 1/2... Discriminator Loss: 1.4861... Generator Loss: 0.8897 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.0764... Generator Loss: 1.0344 Epoch 1/2... Discriminator Loss: 1.5610... Generator Loss: 0.5409 Epoch 1/2... Discriminator Loss: 1.4150... Generator Loss: 0.7380 Epoch 1/2... Discriminator Loss: 1.3748... Generator Loss: 1.2321 Epoch 1/2... Discriminator Loss: 1.2817... Generator Loss: 1.0942 Epoch 1/2... Discriminator Loss: 1.3471... Generator Loss: 0.7506 Epoch 1/2... Discriminator Loss: 1.2166... Generator Loss: 0.7751 Epoch 1/2... Discriminator Loss: 1.2037... Generator Loss: 1.4402 Epoch 1/2... Discriminator Loss: 1.1543... Generator Loss: 0.9034 Epoch 1/2... Discriminator Loss: 1.4695... Generator Loss: 0.5150 =======Epoch 1/2... Discriminator Loss: 1.8932... Generator Loss: 0.8868 Epoch 1/2... Discriminator Loss: 1.3672... Generator Loss: 0.6550 Epoch 1/2... Discriminator Loss: 1.5288... Generator Loss: 1.1534 Epoch 1/2... Discriminator Loss: 1.3377... Generator Loss: 1.3727 Epoch 1/2... Discriminator Loss: 1.7554... Generator Loss: 1.4164 Epoch 1/2... Discriminator Loss: 1.2597... Generator Loss: 0.8429 Epoch 1/2... Discriminator Loss: 1.5235... Generator Loss: 1.1099 Epoch 1/2... Discriminator Loss: 1.4980... Generator Loss: 1.1432 Epoch 1/2... Discriminator Loss: 1.3569... Generator Loss: 1.0280 Epoch 1/2... Discriminator Loss: 1.5470... Generator Loss: 0.9300 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.1605... Generator Loss: 0.9492 Epoch 1/2... Discriminator Loss: 1.2113... Generator Loss: 0.8266 Epoch 1/2... Discriminator Loss: 1.1939... Generator Loss: 1.3585 Epoch 1/2... Discriminator Loss: 1.2359... Generator Loss: 0.8430 Epoch 1/2... Discriminator Loss: 1.1852... Generator Loss: 0.8414 Epoch 1/2... Discriminator Loss: 1.0833... Generator Loss: 1.1423 Epoch 1/2... Discriminator Loss: 1.1977... Generator Loss: 1.0550 Epoch 1/2... Discriminator Loss: 1.1591... Generator Loss: 0.9209 Epoch 1/2... Discriminator Loss: 1.2872... Generator Loss: 0.6731 Epoch 1/2... Discriminator Loss: 1.2451... Generator Loss: 0.8266 =======Epoch 1/2... Discriminator Loss: 1.4398... Generator Loss: 1.1668 Epoch 1/2... Discriminator Loss: 1.5353... Generator Loss: 1.0222 Epoch 1/2... Discriminator Loss: 1.6830... Generator Loss: 1.3264 Epoch 1/2... Discriminator Loss: 1.5531... Generator Loss: 0.7167 Epoch 1/2... Discriminator Loss: 1.8419... Generator Loss: 0.7758 Epoch 1/2... Discriminator Loss: 1.6473... Generator Loss: 0.8206 Epoch 1/2... Discriminator Loss: 1.7413... Generator Loss: 0.8990 Epoch 1/2... Discriminator Loss: 1.3685... Generator Loss: 0.9859 Epoch 1/2... Discriminator Loss: 1.3507... Generator Loss: 1.1923 Epoch 1/2... Discriminator Loss: 1.3769... Generator Loss: 0.9004 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.2618... Generator Loss: 0.7975 Epoch 1/2... Discriminator Loss: 1.3102... Generator Loss: 1.1586 Epoch 1/2... Discriminator Loss: 1.2850... Generator Loss: 0.7246 Epoch 1/2... Discriminator Loss: 1.2163... Generator Loss: 0.8101 Epoch 1/2... Discriminator Loss: 1.3457... Generator Loss: 0.6449 Epoch 1/2... Discriminator Loss: 1.1321... Generator Loss: 1.0186 Epoch 1/2... Discriminator Loss: 1.1073... Generator Loss: 1.1102 Epoch 1/2... Discriminator Loss: 1.2850... Generator Loss: 0.6648 Epoch 1/2... Discriminator Loss: 1.4241... Generator Loss: 1.1655 Epoch 1/2... Discriminator Loss: 1.2226... Generator Loss: 1.0467 =======Epoch 1/2... Discriminator Loss: 1.4805... Generator Loss: 0.8362 Epoch 1/2... Discriminator Loss: 1.5996... Generator Loss: 1.2763 Epoch 1/2... Discriminator Loss: 1.7831... Generator Loss: 1.2034 Epoch 1/2... Discriminator Loss: 1.6566... Generator Loss: 0.9242 Epoch 1/2... Discriminator Loss: 1.7624... Generator Loss: 0.9398 Epoch 1/2... Discriminator Loss: 1.3783... Generator Loss: 0.9832 Epoch 1/2... Discriminator Loss: 1.4391... Generator Loss: 1.1423 Epoch 1/2... Discriminator Loss: 1.6082... Generator Loss: 0.8495 Epoch 1/2... Discriminator Loss: 1.7898... Generator Loss: 0.7999 Epoch 1/2... Discriminator Loss: 1.5316... Generator Loss: 0.8496 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.1489... Generator Loss: 1.1426 Epoch 1/2... Discriminator Loss: 1.2554... Generator Loss: 0.9090 Epoch 1/2... Discriminator Loss: 1.1464... Generator Loss: 0.9416 Epoch 1/2... Discriminator Loss: 1.3117... Generator Loss: 0.9464 Epoch 1/2... Discriminator Loss: 1.0447... Generator Loss: 1.0599 Epoch 1/2... Discriminator Loss: 1.3747... Generator Loss: 1.0289 Epoch 1/2... Discriminator Loss: 1.2628... Generator Loss: 0.6769 Epoch 1/2... Discriminator Loss: 1.1728... Generator Loss: 0.8553 Epoch 1/2... Discriminator Loss: 1.1645... Generator Loss: 1.2864 Epoch 1/2... Discriminator Loss: 1.2297... Generator Loss: 0.6817 =======Epoch 1/2... Discriminator Loss: 1.3828... Generator Loss: 0.8341 Epoch 1/2... Discriminator Loss: 1.4654... Generator Loss: 1.0751 Epoch 1/2... Discriminator Loss: 1.3980... Generator Loss: 1.1537 Epoch 1/2... Discriminator Loss: 1.3549... Generator Loss: 1.1665 Epoch 1/2... Discriminator Loss: 1.3698... Generator Loss: 1.1639 Epoch 1/2... Discriminator Loss: 1.1045... Generator Loss: 1.0324 Epoch 1/2... Discriminator Loss: 1.1488... Generator Loss: 1.3963 Epoch 1/2... Discriminator Loss: 1.3173... Generator Loss: 0.9399 Epoch 1/2... Discriminator Loss: 1.4716... Generator Loss: 1.0304 Epoch 1/2... Discriminator Loss: 1.3113... Generator Loss: 1.1214 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.2269... Generator Loss: 1.0520 Epoch 1/2... Discriminator Loss: 1.3005... Generator Loss: 0.5955 Epoch 1/2... Discriminator Loss: 1.2483... Generator Loss: 0.8011 Epoch 1/2... Discriminator Loss: 1.1756... Generator Loss: 0.8369 Epoch 1/2... Discriminator Loss: 1.1558... Generator Loss: 1.1518 Epoch 1/2... Discriminator Loss: 1.3751... Generator Loss: 0.5582 Epoch 1/2... Discriminator Loss: 1.2852... Generator Loss: 0.6507 Epoch 1/2... Discriminator Loss: 1.2255... Generator Loss: 0.7582 Epoch 1/2... Discriminator Loss: 1.2803... Generator Loss: 1.0170 Epoch 1/2... Discriminator Loss: 1.1951... Generator Loss: 1.1055 =======Epoch 1/2... Discriminator Loss: 1.5185... Generator Loss: 0.9969 Epoch 1/2... Discriminator Loss: 1.4133... Generator Loss: 0.8649 Epoch 1/2... Discriminator Loss: 1.4754... Generator Loss: 1.0239 Epoch 1/2... Discriminator Loss: 1.6251... Generator Loss: 1.0324 Epoch 1/2... Discriminator Loss: 1.3917... Generator Loss: 0.8490 Epoch 1/2... Discriminator Loss: 1.4011... Generator Loss: 1.0940 Epoch 1/2... Discriminator Loss: 1.2806... Generator Loss: 0.9113 Epoch 1/2... Discriminator Loss: 1.5159... Generator Loss: 0.7988 Epoch 1/2... Discriminator Loss: 1.5184... Generator Loss: 1.3185 Epoch 1/2... Discriminator Loss: 1.2361... Generator Loss: 1.1318 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.3261... Generator Loss: 0.6954 Epoch 1/2... Discriminator Loss: 1.2558... Generator Loss: 0.6526 Epoch 1/2... Discriminator Loss: 1.1849... Generator Loss: 0.7220 Epoch 1/2... Discriminator Loss: 1.0136... Generator Loss: 1.4833 Epoch 1/2... Discriminator Loss: 1.1579... Generator Loss: 1.0967 Epoch 1/2... Discriminator Loss: 1.0360... Generator Loss: 0.9869 Epoch 1/2... Discriminator Loss: 1.3281... Generator Loss: 0.6583 Epoch 1/2... Discriminator Loss: 1.1302... Generator Loss: 0.9885 Epoch 1/2... Discriminator Loss: 1.0688... Generator Loss: 1.0235 Epoch 1/2... Discriminator Loss: 1.1088... Generator Loss: 1.0971 =======Epoch 1/2... Discriminator Loss: 1.5236... Generator Loss: 0.8699 Epoch 1/2... Discriminator Loss: 1.3209... Generator Loss: 1.2628 Epoch 1/2... Discriminator Loss: 1.6097... Generator Loss: 0.7866 Epoch 1/2... Discriminator Loss: 1.5085... Generator Loss: 0.9675 Epoch 1/2... Discriminator Loss: 1.5018... Generator Loss: 1.1882 Epoch 1/2... Discriminator Loss: 1.4519... Generator Loss: 1.1486 Epoch 1/2... Discriminator Loss: 1.4506... Generator Loss: 0.8184 Epoch 1/2... Discriminator Loss: 1.2662... Generator Loss: 0.9930 Epoch 1/2... Discriminator Loss: 1.2810... Generator Loss: 1.1689 Epoch 1/2... Discriminator Loss: 1.1212... Generator Loss: 1.1514 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.1203... Generator Loss: 1.1461 Epoch 1/2... Discriminator Loss: 0.9971... Generator Loss: 1.2427 Epoch 1/2... Discriminator Loss: 1.3505... Generator Loss: 0.6171 Epoch 1/2... Discriminator Loss: 1.1201... Generator Loss: 0.8265 Epoch 1/2... Discriminator Loss: 1.0126... Generator Loss: 1.0949 Epoch 1/2... Discriminator Loss: 1.2031... Generator Loss: 0.8274 Epoch 1/2... Discriminator Loss: 1.2161... Generator Loss: 1.3652 Epoch 1/2... Discriminator Loss: 1.2979... Generator Loss: 0.6913 Epoch 1/2... Discriminator Loss: 1.6614... Generator Loss: 0.3788 Epoch 1/2... Discriminator Loss: 1.2061... Generator Loss: 0.7255 =======Epoch 1/2... Discriminator Loss: 1.1147... Generator Loss: 1.1411 Epoch 1/2... Discriminator Loss: 1.3891... Generator Loss: 0.9137 Epoch 1/2... Discriminator Loss: 1.2510... Generator Loss: 0.9624 Epoch 1/2... Discriminator Loss: 1.2959... Generator Loss: 0.9295 Epoch 1/2... Discriminator Loss: 1.3430... Generator Loss: 0.8343 Epoch 1/2... Discriminator Loss: 1.4449... Generator Loss: 1.1724 Epoch 1/2... Discriminator Loss: 1.3031... Generator Loss: 1.3305 Epoch 1/2... Discriminator Loss: 1.4728... Generator Loss: 0.9024 Epoch 1/2... Discriminator Loss: 1.3264... Generator Loss: 1.0550 Epoch 1/2... Discriminator Loss: 1.2588... Generator Loss: 0.9808 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 0.9879... Generator Loss: 1.0026 Epoch 1/2... Discriminator Loss: 1.1450... Generator Loss: 1.0123 Epoch 1/2... Discriminator Loss: 1.1723... Generator Loss: 0.8237 Epoch 1/2... Discriminator Loss: 1.3712... Generator Loss: 0.5685 Epoch 1/2... Discriminator Loss: 1.5059... Generator Loss: 0.4696 Epoch 1/2... Discriminator Loss: 1.0922... Generator Loss: 0.9925 Epoch 1/2... Discriminator Loss: 1.0679... Generator Loss: 0.8177 Epoch 1/2... Discriminator Loss: 1.0492... Generator Loss: 1.0829 Epoch 1/2... Discriminator Loss: 1.2147... Generator Loss: 0.7578 Epoch 1/2... Discriminator Loss: 1.0690... Generator Loss: 1.1531 =======Epoch 1/2... Discriminator Loss: 1.3825... Generator Loss: 0.9738 Epoch 1/2... Discriminator Loss: 1.4465... Generator Loss: 0.8594 Epoch 1/2... Discriminator Loss: 1.2685... Generator Loss: 0.8236 Epoch 1/2... Discriminator Loss: 1.3448... Generator Loss: 1.2464 Epoch 1/2... Discriminator Loss: 1.5578... Generator Loss: 0.8571 Epoch 1/2... Discriminator Loss: 1.2654... Generator Loss: 0.9412 Epoch 1/2... Discriminator Loss: 1.4626... Generator Loss: 1.0775 Epoch 1/2... Discriminator Loss: 1.4591... Generator Loss: 0.8770 Epoch 1/2... Discriminator Loss: 1.2760... Generator Loss: 0.8109 Epoch 1/2... Discriminator Loss: 1.2445... Generator Loss: 1.0000 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.0654... Generator Loss: 1.0819 Epoch 1/2... Discriminator Loss: 1.6216... Generator Loss: 0.4058 Epoch 1/2... Discriminator Loss: 1.7787... Generator Loss: 0.3525 Epoch 1/2... Discriminator Loss: 1.1646... Generator Loss: 0.7360 Epoch 1/2... Discriminator Loss: 1.0074... Generator Loss: 0.9088 Epoch 1/2... Discriminator Loss: 1.2622... Generator Loss: 0.6206 Epoch 1/2... Discriminator Loss: 1.5593... Generator Loss: 2.1357 Epoch 1/2... Discriminator Loss: 1.2281... Generator Loss: 0.8493 Epoch 1/2... Discriminator Loss: 1.0124... Generator Loss: 1.0275 Epoch 1/2... Discriminator Loss: 1.2560... Generator Loss: 0.7167 =======Epoch 1/2... Discriminator Loss: 1.1375... Generator Loss: 1.0502 Epoch 1/2... Discriminator Loss: 1.1917... Generator Loss: 0.9803 Epoch 1/2... Discriminator Loss: 1.2736... Generator Loss: 1.1104 Epoch 1/2... Discriminator Loss: 1.1124... Generator Loss: 1.5779 Epoch 1/2... Discriminator Loss: 1.1181... Generator Loss: 1.0223 Epoch 1/2... Discriminator Loss: 1.3656... Generator Loss: 1.1788 Epoch 1/2... Discriminator Loss: 1.3848... Generator Loss: 1.1047 Epoch 1/2... Discriminator Loss: 1.0915... Generator Loss: 1.1454 Epoch 1/2... Discriminator Loss: 1.2573... Generator Loss: 1.2982 Epoch 1/2... Discriminator Loss: 1.0668... Generator Loss: 1.3149 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.1252... Generator Loss: 1.6021 Epoch 1/2... Discriminator Loss: 1.0539... Generator Loss: 1.0062 Epoch 1/2... Discriminator Loss: 1.1105... Generator Loss: 0.8041 Epoch 1/2... Discriminator Loss: 1.0280... Generator Loss: 1.2180 Epoch 1/2... Discriminator Loss: 1.5424... Generator Loss: 0.4659 Epoch 1/2... Discriminator Loss: 1.0899... Generator Loss: 1.4334 Epoch 1/2... Discriminator Loss: 1.1041... Generator Loss: 0.9542 Epoch 1/2... Discriminator Loss: 2.4448... Generator Loss: 4.0868 Epoch 1/2... Discriminator Loss: 1.2210... Generator Loss: 0.6818 Epoch 1/2... Discriminator Loss: 1.0831... Generator Loss: 0.8674 =======Epoch 1/2... Discriminator Loss: 1.1820... Generator Loss: 1.2209 Epoch 1/2... Discriminator Loss: 1.1457... Generator Loss: 0.9478 Epoch 1/2... Discriminator Loss: 1.2502... Generator Loss: 1.3384 Epoch 1/2... Discriminator Loss: 1.1716... Generator Loss: 1.6363 Epoch 1/2... Discriminator Loss: 0.9995... Generator Loss: 0.9807 Epoch 1/2... Discriminator Loss: 1.2063... Generator Loss: 1.0247 Epoch 1/2... Discriminator Loss: 1.0371... Generator Loss: 1.0859 Epoch 1/2... Discriminator Loss: 1.1630... Generator Loss: 1.4161 Epoch 1/2... Discriminator Loss: 1.1425... Generator Loss: 1.1799 Epoch 1/2... Discriminator Loss: 1.2670... Generator Loss: 1.4787 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 0.9893... Generator Loss: 0.9338 Epoch 1/2... Discriminator Loss: 0.9395... Generator Loss: 1.1330 Epoch 1/2... Discriminator Loss: 1.1077... Generator Loss: 0.7825 Epoch 1/2... Discriminator Loss: 0.8814... Generator Loss: 1.2369 Epoch 1/2... Discriminator Loss: 0.9170... Generator Loss: 1.1126 Epoch 1/2... Discriminator Loss: 1.4611... Generator Loss: 0.4682 Epoch 1/2... Discriminator Loss: 0.7922... Generator Loss: 1.3351 Epoch 1/2... Discriminator Loss: 0.8693... Generator Loss: 1.1122 Epoch 1/2... Discriminator Loss: 1.0356... Generator Loss: 0.8399 Epoch 1/2... Discriminator Loss: 1.3126... Generator Loss: 2.7920 =======Epoch 1/2... Discriminator Loss: 1.3122... Generator Loss: 1.1548 Epoch 1/2... Discriminator Loss: 1.3019... Generator Loss: 1.0062 Epoch 1/2... Discriminator Loss: 1.3012... Generator Loss: 1.0357 Epoch 1/2... Discriminator Loss: 1.1486... Generator Loss: 0.8299 Epoch 1/2... Discriminator Loss: 1.3958... Generator Loss: 0.9451 Epoch 1/2... Discriminator Loss: 1.1596... Generator Loss: 1.5186 Epoch 1/2... Discriminator Loss: 1.1698... Generator Loss: 1.3565 Epoch 1/2... Discriminator Loss: 1.0952... Generator Loss: 1.1116 Epoch 1/2... Discriminator Loss: 1.1715... Generator Loss: 0.9766 Epoch 1/2... Discriminator Loss: 1.2639... Generator Loss: 1.0319 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.3581... Generator Loss: 0.5408 Epoch 1/2... Discriminator Loss: 0.9949... Generator Loss: 0.8647 Epoch 1/2... Discriminator Loss: 0.6406... Generator Loss: 1.7403 Epoch 1/2... Discriminator Loss: 0.8643... Generator Loss: 1.2095 Epoch 1/2... Discriminator Loss: 1.2111... Generator Loss: 0.6499 Epoch 1/2... Discriminator Loss: 1.5959... Generator Loss: 0.4442 Epoch 1/2... Discriminator Loss: 1.0150... Generator Loss: 0.9251 Epoch 1/2... Discriminator Loss: 1.0388... Generator Loss: 0.9425 Epoch 1/2... Discriminator Loss: 0.8628... Generator Loss: 1.2142 Epoch 1/2... Discriminator Loss: 1.1322... Generator Loss: 0.7580 =======Epoch 1/2... Discriminator Loss: 0.9187... Generator Loss: 0.8240 Epoch 1/2... Discriminator Loss: 1.1652... Generator Loss: 1.0173 Epoch 1/2... Discriminator Loss: 1.1643... Generator Loss: 0.9880 Epoch 1/2... Discriminator Loss: 1.2603... Generator Loss: 0.9727 Epoch 1/2... Discriminator Loss: 1.3144... Generator Loss: 1.0467 Epoch 1/2... Discriminator Loss: 1.1213... Generator Loss: 1.2187 Epoch 1/2... Discriminator Loss: 1.0567... Generator Loss: 1.4140 Epoch 1/2... Discriminator Loss: 0.9909... Generator Loss: 1.0430 Epoch 1/2... Discriminator Loss: 1.1228... Generator Loss: 1.1447 Epoch 1/2... Discriminator Loss: 0.8388... Generator Loss: 1.3164 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.1010... Generator Loss: 0.7608 Epoch 1/2... Discriminator Loss: 1.1146... Generator Loss: 0.7421 Epoch 1/2... Discriminator Loss: 1.6299... Generator Loss: 0.4944 Epoch 1/2... Discriminator Loss: 1.3917... Generator Loss: 0.5805 Epoch 1/2... Discriminator Loss: 0.9110... Generator Loss: 1.4253 Epoch 1/2... Discriminator Loss: 0.8982... Generator Loss: 1.2765 Epoch 1/2... Discriminator Loss: 0.7147... Generator Loss: 1.8362 Epoch 1/2... Discriminator Loss: 1.1531... Generator Loss: 0.7580 Epoch 1/2... Discriminator Loss: 0.8902... Generator Loss: 1.7381 Epoch 1/2... Discriminator Loss: 0.9090... Generator Loss: 1.0433 =======Epoch 1/2... Discriminator Loss: 1.5199... Generator Loss: 0.7603 Epoch 1/2... Discriminator Loss: 1.2364... Generator Loss: 1.0221 Epoch 1/2... Discriminator Loss: 0.9302... Generator Loss: 1.2553 Epoch 1/2... Discriminator Loss: 1.0680... Generator Loss: 0.8973 Epoch 1/2... Discriminator Loss: 1.1039... Generator Loss: 1.1634 Epoch 1/2... Discriminator Loss: 0.9513... Generator Loss: 1.5209 Epoch 1/2... Discriminator Loss: 0.7540... Generator Loss: 1.4550 Epoch 1/2... Discriminator Loss: 1.2058... Generator Loss: 1.1845 Epoch 1/2... Discriminator Loss: 1.1442... Generator Loss: 1.3764 Epoch 1/2... Discriminator Loss: 1.3144... Generator Loss: 1.3955 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 0.8510... Generator Loss: 1.2442 Epoch 1/2... Discriminator Loss: 1.3295... Generator Loss: 2.4458 Epoch 1/2... Discriminator Loss: 1.1658... Generator Loss: 0.7315 Epoch 1/2... Discriminator Loss: 0.7568... Generator Loss: 1.5136 Epoch 1/2... Discriminator Loss: 1.4264... Generator Loss: 0.4816 Epoch 1/2... Discriminator Loss: 0.8646... Generator Loss: 1.3905 Epoch 1/2... Discriminator Loss: 1.0346... Generator Loss: 0.8872 Epoch 1/2... Discriminator Loss: 0.7529... Generator Loss: 1.5931 Epoch 1/2... Discriminator Loss: 0.7639... Generator Loss: 1.2640 Epoch 1/2... Discriminator Loss: 1.3554... Generator Loss: 0.5729 =======Epoch 1/2... Discriminator Loss: 0.9456... Generator Loss: 1.4207 Epoch 1/2... Discriminator Loss: 1.3837... Generator Loss: 0.9841 Epoch 1/2... Discriminator Loss: 1.2945... Generator Loss: 1.1045 Epoch 1/2... Discriminator Loss: 1.2654... Generator Loss: 1.1546 Epoch 1/2... Discriminator Loss: 1.2489... Generator Loss: 1.1268 Epoch 1/2... Discriminator Loss: 0.9603... Generator Loss: 1.2822 Epoch 1/2... Discriminator Loss: 1.5437... Generator Loss: 1.1146 Epoch 1/2... Discriminator Loss: 1.2400... Generator Loss: 1.1238 Epoch 1/2... Discriminator Loss: 0.9036... Generator Loss: 1.2381 Epoch 1/2... Discriminator Loss: 1.1739... Generator Loss: 1.0921 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.0040... Generator Loss: 1.3467 Epoch 1/2... Discriminator Loss: 0.7653... Generator Loss: 1.4331 Epoch 1/2... Discriminator Loss: 1.2757... Generator Loss: 2.6682 Epoch 1/2... Discriminator Loss: 1.3936... Generator Loss: 0.5071 Epoch 1/2... Discriminator Loss: 0.9851... Generator Loss: 1.1297 Epoch 1/2... Discriminator Loss: 0.6707... Generator Loss: 1.5204 Epoch 1/2... Discriminator Loss: 0.9819... Generator Loss: 1.0366 Epoch 1/2... Discriminator Loss: 0.9365... Generator Loss: 2.0710 Epoch 1/2... Discriminator Loss: 1.2657... Generator Loss: 0.6642 Epoch 1/2... Discriminator Loss: 1.3464... Generator Loss: 0.5819 =======Epoch 1/2... Discriminator Loss: 0.9688... Generator Loss: 1.5233 Epoch 1/2... Discriminator Loss: 1.1812... Generator Loss: 1.0487 Epoch 1/2... Discriminator Loss: 1.2799... Generator Loss: 1.2053 Epoch 1/2... Discriminator Loss: 1.2141... Generator Loss: 1.1937 Epoch 1/2... Discriminator Loss: 1.0121... Generator Loss: 1.2847 Epoch 1/2... Discriminator Loss: 1.3286... Generator Loss: 1.1071 Epoch 1/2... Discriminator Loss: 1.0355... Generator Loss: 1.3207 Epoch 1/2... Discriminator Loss: 0.9731... Generator Loss: 1.2766 Epoch 1/2... Discriminator Loss: 0.8018... Generator Loss: 0.9464 Epoch 1/2... Discriminator Loss: 1.1664... Generator Loss: 0.9630 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.0926... Generator Loss: 0.7630 Epoch 1/2... Discriminator Loss: 1.5818... Generator Loss: 0.4847 Epoch 1/2... Discriminator Loss: 0.9490... Generator Loss: 0.9475 Epoch 1/2... Discriminator Loss: 1.2371... Generator Loss: 0.7937 Epoch 1/2... Discriminator Loss: 0.9198... Generator Loss: 1.0504 Epoch 1/2... Discriminator Loss: 0.8768... Generator Loss: 1.0505 Epoch 1/2... Discriminator Loss: 0.8306... Generator Loss: 1.3210 Epoch 1/2... Discriminator Loss: 0.8398... Generator Loss: 1.7772 Epoch 1/2... Discriminator Loss: 1.3351... Generator Loss: 2.1456 Epoch 1/2... Discriminator Loss: 1.2657... Generator Loss: 0.6683 =======Epoch 1/2... Discriminator Loss: 0.9336... Generator Loss: 1.1452 Epoch 1/2... Discriminator Loss: 0.8811... Generator Loss: 0.9070 Epoch 1/2... Discriminator Loss: 1.1347... Generator Loss: 1.1612 Epoch 1/2... Discriminator Loss: 1.3018... Generator Loss: 1.4922 Epoch 1/2... Discriminator Loss: 1.2819... Generator Loss: 0.7626 Epoch 1/2... Discriminator Loss: 0.9989... Generator Loss: 1.6526 Epoch 1/2... Discriminator Loss: 1.1490... Generator Loss: 1.2831 Epoch 1/2... Discriminator Loss: 1.4401... Generator Loss: 1.1071 Epoch 1/2... Discriminator Loss: 1.2490... Generator Loss: 0.9198 Epoch 1/2... Discriminator Loss: 1.3016... Generator Loss: 1.0527 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/2... Discriminator Loss: 1.1544... Generator Loss: 0.6917 Epoch 1/2... Discriminator Loss: 0.8453... Generator Loss: 1.2142 Epoch 1/2... Discriminator Loss: 1.0714... Generator Loss: 1.5667 Epoch 1/2... Discriminator Loss: 0.7549... Generator Loss: 1.3083 Epoch 1/2... Discriminator Loss: 0.7412... Generator Loss: 1.4427 Epoch 1/2... Discriminator Loss: 0.6159... Generator Loss: 1.6744 Epoch 1/2... Discriminator Loss: 0.6879... Generator Loss: 1.4590 Epoch 2/2... Discriminator Loss: 1.2506... Generator Loss: 0.6695 Epoch 2/2... Discriminator Loss: 0.9854... Generator Loss: 1.1340 Epoch 2/2... Discriminator Loss: 1.0407... Generator Loss: 0.8021 Epoch 2/2... Discriminator Loss: 0.9449... Generator Loss: 1.3442 Epoch 2/2... Discriminator Loss: 0.7547... Generator Loss: 1.9890 Epoch 2/2... Discriminator Loss: 1.5028... Generator Loss: 0.4903 Epoch 2/2... Discriminator Loss: 1.3050... Generator Loss: 0.6011 Epoch 2/2... Discriminator Loss: 0.8730... Generator Loss: 1.0729 Epoch 2/2... Discriminator Loss: 0.6160... Generator Loss: 1.9913 Epoch 2/2... Discriminator Loss: 2.1592... Generator Loss: 0.2264 =======Epoch 1/2... Discriminator Loss: 1.2985... Generator Loss: 0.9210 Epoch 1/2... Discriminator Loss: 0.9716... Generator Loss: 1.5379 Epoch 1/2... Discriminator Loss: 1.1606... Generator Loss: 1.0527 Epoch 1/2... Discriminator Loss: 1.3678... Generator Loss: 1.2110 Epoch 1/2... Discriminator Loss: 1.5174... Generator Loss: 0.8291 Epoch 1/2... Discriminator Loss: 1.2541... Generator Loss: 0.7944 Epoch 1/2... Discriminator Loss: 1.2825... Generator Loss: 0.9413 Epoch 2/2... Discriminator Loss: 1.2304... Generator Loss: 1.1519 Epoch 2/2... Discriminator Loss: 1.2757... Generator Loss: 1.2819 Epoch 2/2... Discriminator Loss: 1.4276... Generator Loss: 0.9059 Epoch 2/2... Discriminator Loss: 1.2855... Generator Loss: 0.8893 Epoch 2/2... Discriminator Loss: 0.9508... Generator Loss: 1.2052 Epoch 2/2... Discriminator Loss: 1.2807... Generator Loss: 1.0833 Epoch 2/2... Discriminator Loss: 1.2670... Generator Loss: 0.8778 Epoch 2/2... Discriminator Loss: 1.3012... Generator Loss: 0.6877 Epoch 2/2... Discriminator Loss: 1.3408... Generator Loss: 1.2525 Epoch 2/2... Discriminator Loss: 1.5175... Generator Loss: 1.4469 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 2.2421... Generator Loss: 0.2518 Epoch 2/2... Discriminator Loss: 0.9195... Generator Loss: 1.0048 Epoch 2/2... Discriminator Loss: 0.9956... Generator Loss: 2.8121 Epoch 2/2... Discriminator Loss: 1.2211... Generator Loss: 0.6841 Epoch 2/2... Discriminator Loss: 2.1509... Generator Loss: 0.2375 Epoch 2/2... Discriminator Loss: 0.7690... Generator Loss: 1.2926 Epoch 2/2... Discriminator Loss: 0.6392... Generator Loss: 1.6988 Epoch 2/2... Discriminator Loss: 0.8089... Generator Loss: 1.1893 Epoch 2/2... Discriminator Loss: 0.5535... Generator Loss: 2.3287 Epoch 2/2... Discriminator Loss: 0.7209... Generator Loss: 1.3927
Epoch 2/2... Discriminator Loss: 1.1570... Generator Loss: 1.2205 Epoch 2/2... Discriminator Loss: 0.9824... Generator Loss: 1.2753 Epoch 2/2... Discriminator Loss: 1.2923... Generator Loss: 1.0791 Epoch 2/2... Discriminator Loss: 1.2933... Generator Loss: 1.3515 Epoch 2/2... Discriminator Loss: 1.5631... Generator Loss: 1.1526 Epoch 2/2... Discriminator Loss: 1.1994... Generator Loss: 0.8545 Epoch 2/2... Discriminator Loss: 1.1495... Generator Loss: 1.1956 Epoch 2/2... Discriminator Loss: 1.1799... Generator Loss: 0.9257 Epoch 2/2... Discriminator Loss: 1.3218... Generator Loss: 1.0666 Epoch 2/2... Discriminator Loss: 1.2249... Generator Loss: 1.0785
Epoch 2/2... Discriminator Loss: 0.5572... Generator Loss: 1.9994 Epoch 2/2... Discriminator Loss: 1.7671... Generator Loss: 0.4180 Epoch 2/2... Discriminator Loss: 1.1754... Generator Loss: 0.6663 Epoch 2/2... Discriminator Loss: 0.9099... Generator Loss: 0.9460 Epoch 2/2... Discriminator Loss: 1.4151... Generator Loss: 0.5052 Epoch 2/2... Discriminator Loss: 0.8110... Generator Loss: 1.1670 Epoch 2/2... Discriminator Loss: 1.0110... Generator Loss: 0.8688 Epoch 2/2... Discriminator Loss: 0.5493... Generator Loss: 1.9779 Epoch 2/2... Discriminator Loss: 0.7139... Generator Loss: 2.0452 Epoch 2/2... Discriminator Loss: 0.8678... Generator Loss: 1.1741 =======Epoch 2/2... Discriminator Loss: 1.1764... Generator Loss: 0.9101 Epoch 2/2... Discriminator Loss: 1.5106... Generator Loss: 1.1083 Epoch 2/2... Discriminator Loss: 1.3344... Generator Loss: 1.1112 Epoch 2/2... Discriminator Loss: 1.0827... Generator Loss: 0.9679 Epoch 2/2... Discriminator Loss: 1.4100... Generator Loss: 0.7444 Epoch 2/2... Discriminator Loss: 1.1199... Generator Loss: 1.0342 Epoch 2/2... Discriminator Loss: 1.2367... Generator Loss: 0.7882 Epoch 2/2... Discriminator Loss: 1.0909... Generator Loss: 1.1590 Epoch 2/2... Discriminator Loss: 1.3605... Generator Loss: 1.0652 Epoch 2/2... Discriminator Loss: 1.4411... Generator Loss: 0.9355 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 0.5695... Generator Loss: 1.8691 Epoch 2/2... Discriminator Loss: 0.7072... Generator Loss: 1.4202 Epoch 2/2... Discriminator Loss: 0.6027... Generator Loss: 1.7367 Epoch 2/2... Discriminator Loss: 0.8251... Generator Loss: 1.5698 Epoch 2/2... Discriminator Loss: 0.8123... Generator Loss: 2.5586 Epoch 2/2... Discriminator Loss: 1.4421... Generator Loss: 0.4879 Epoch 2/2... Discriminator Loss: 0.9566... Generator Loss: 0.9479 Epoch 2/2... Discriminator Loss: 1.9877... Generator Loss: 0.3102 Epoch 2/2... Discriminator Loss: 0.8686... Generator Loss: 1.1072 Epoch 2/2... Discriminator Loss: 0.7917... Generator Loss: 3.0560
Epoch 2/2... Discriminator Loss: 1.2348... Generator Loss: 1.0040 Epoch 2/2... Discriminator Loss: 1.5943... Generator Loss: 0.9438 Epoch 2/2... Discriminator Loss: 1.2947... Generator Loss: 0.8390 Epoch 2/2... Discriminator Loss: 1.1607... Generator Loss: 0.6983 Epoch 2/2... Discriminator Loss: 1.1700... Generator Loss: 1.1529 Epoch 2/2... Discriminator Loss: 1.4600... Generator Loss: 0.8271 Epoch 2/2... Discriminator Loss: 1.1879... Generator Loss: 0.8651 Epoch 2/2... Discriminator Loss: 1.5672... Generator Loss: 0.8356 Epoch 2/2... Discriminator Loss: 1.3009... Generator Loss: 0.9654 Epoch 2/2... Discriminator Loss: 1.2427... Generator Loss: 1.4940>>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 0.8486... Generator Loss: 1.8827 Epoch 2/2... Discriminator Loss: 0.9318... Generator Loss: 0.9933 Epoch 2/2... Discriminator Loss: 0.8532... Generator Loss: 1.2440 Epoch 2/2... Discriminator Loss: 0.7408... Generator Loss: 1.5523 Epoch 2/2... Discriminator Loss: 1.2648... Generator Loss: 0.6938 Epoch 2/2... Discriminator Loss: 1.1256... Generator Loss: 0.7785 Epoch 2/2... Discriminator Loss: 0.6980... Generator Loss: 2.1164 Epoch 2/2... Discriminator Loss: 0.7444... Generator Loss: 1.4081 Epoch 2/2... Discriminator Loss: 0.6499... Generator Loss: 1.6234 Epoch 2/2... Discriminator Loss: 0.7927... Generator Loss: 1.7167
Epoch 2/2... Discriminator Loss: 1.1612... Generator Loss: 0.7068 Epoch 2/2... Discriminator Loss: 1.5218... Generator Loss: 0.4790 Epoch 2/2... Discriminator Loss: 0.6321... Generator Loss: 1.6279 Epoch 2/2... Discriminator Loss: 2.0099... Generator Loss: 0.2855 Epoch 2/2... Discriminator Loss: 0.7869... Generator Loss: 1.3201 Epoch 2/2... Discriminator Loss: 1.0552... Generator Loss: 0.8960 Epoch 2/2... Discriminator Loss: 0.9168... Generator Loss: 0.9604 Epoch 2/2... Discriminator Loss: 0.5649... Generator Loss: 2.7090 Epoch 2/2... Discriminator Loss: 0.6913... Generator Loss: 1.4578 Epoch 2/2... Discriminator Loss: 0.8485... Generator Loss: 1.1569 =======Epoch 2/2... Discriminator Loss: 1.3025... Generator Loss: 0.9115 Epoch 2/2... Discriminator Loss: 1.4321... Generator Loss: 1.0794 Epoch 2/2... Discriminator Loss: 1.1816... Generator Loss: 1.1193 Epoch 2/2... Discriminator Loss: 1.0517... Generator Loss: 1.0854 Epoch 2/2... Discriminator Loss: 1.1517... Generator Loss: 0.8860 Epoch 2/2... Discriminator Loss: 1.2427... Generator Loss: 1.1789 Epoch 2/2... Discriminator Loss: 1.1058... Generator Loss: 1.0791 Epoch 2/2... Discriminator Loss: 1.3626... Generator Loss: 1.0793 Epoch 2/2... Discriminator Loss: 1.2568... Generator Loss: 0.9867 Epoch 2/2... Discriminator Loss: 1.4467... Generator Loss: 0.6939 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 0.9415... Generator Loss: 0.9636 Epoch 2/2... Discriminator Loss: 2.0380... Generator Loss: 0.3191 Epoch 2/2... Discriminator Loss: 0.7185... Generator Loss: 1.3629 Epoch 2/2... Discriminator Loss: 0.6519... Generator Loss: 1.5544 Epoch 2/2... Discriminator Loss: 0.7944... Generator Loss: 1.9935 Epoch 2/2... Discriminator Loss: 0.5865... Generator Loss: 1.9165 Epoch 2/2... Discriminator Loss: 1.0819... Generator Loss: 0.8289 Epoch 2/2... Discriminator Loss: 1.8696... Generator Loss: 0.3565 Epoch 2/2... Discriminator Loss: 1.0981... Generator Loss: 0.7255 Epoch 2/2... Discriminator Loss: 0.9470... Generator Loss: 0.9221 =======Epoch 2/2... Discriminator Loss: 1.3536... Generator Loss: 0.8538 Epoch 2/2... Discriminator Loss: 1.4411... Generator Loss: 1.0618 Epoch 2/2... Discriminator Loss: 1.4806... Generator Loss: 1.1037 Epoch 2/2... Discriminator Loss: 0.9384... Generator Loss: 1.0109 Epoch 2/2... Discriminator Loss: 1.2625... Generator Loss: 0.7165 Epoch 2/2... Discriminator Loss: 1.1978... Generator Loss: 1.2126 Epoch 2/2... Discriminator Loss: 1.1419... Generator Loss: 0.8937 Epoch 2/2... Discriminator Loss: 1.3204... Generator Loss: 0.9965 Epoch 2/2... Discriminator Loss: 1.2223... Generator Loss: 0.9401 Epoch 2/2... Discriminator Loss: 1.3010... Generator Loss: 1.0331 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 1.3790... Generator Loss: 0.5444 Epoch 2/2... Discriminator Loss: 0.8704... Generator Loss: 1.1721 Epoch 2/2... Discriminator Loss: 0.7911... Generator Loss: 1.1785 Epoch 2/2... Discriminator Loss: 0.9644... Generator Loss: 0.9676 Epoch 2/2... Discriminator Loss: 0.6646... Generator Loss: 1.4785 Epoch 2/2... Discriminator Loss: 1.1157... Generator Loss: 0.8424 Epoch 2/2... Discriminator Loss: 0.7191... Generator Loss: 1.3387 Epoch 2/2... Discriminator Loss: 0.8084... Generator Loss: 1.1819 Epoch 2/2... Discriminator Loss: 0.6006... Generator Loss: 1.9223 Epoch 2/2... Discriminator Loss: 1.5378... Generator Loss: 0.4661 =======Epoch 2/2... Discriminator Loss: 1.1894... Generator Loss: 0.9454 Epoch 2/2... Discriminator Loss: 1.2353... Generator Loss: 0.7210 Epoch 2/2... Discriminator Loss: 1.0401... Generator Loss: 0.9401 Epoch 2/2... Discriminator Loss: 0.9934... Generator Loss: 1.0112 Epoch 2/2... Discriminator Loss: 0.9820... Generator Loss: 0.9312 Epoch 2/2... Discriminator Loss: 0.9395... Generator Loss: 1.1004 Epoch 2/2... Discriminator Loss: 1.3912... Generator Loss: 0.7586 Epoch 2/2... Discriminator Loss: 1.1767... Generator Loss: 0.8670 Epoch 2/2... Discriminator Loss: 1.2854... Generator Loss: 1.0912 Epoch 2/2... Discriminator Loss: 1.2598... Generator Loss: 0.7456 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 1.1596... Generator Loss: 0.7529 Epoch 2/2... Discriminator Loss: 0.6031... Generator Loss: 1.7092 Epoch 2/2... Discriminator Loss: 0.8105... Generator Loss: 1.1805 Epoch 2/2... Discriminator Loss: 1.1304... Generator Loss: 0.7576 Epoch 2/2... Discriminator Loss: 0.9056... Generator Loss: 0.9891 Epoch 2/2... Discriminator Loss: 0.6595... Generator Loss: 1.7970 Epoch 2/2... Discriminator Loss: 2.0092... Generator Loss: 0.2814 Epoch 2/2... Discriminator Loss: 1.6497... Generator Loss: 0.4490 Epoch 2/2... Discriminator Loss: 2.4006... Generator Loss: 0.2289 Epoch 2/2... Discriminator Loss: 1.0379... Generator Loss: 0.8531 =======Epoch 2/2... Discriminator Loss: 1.2185... Generator Loss: 0.8031 Epoch 2/2... Discriminator Loss: 0.9399... Generator Loss: 1.0419 Epoch 2/2... Discriminator Loss: 1.5073... Generator Loss: 1.3296 Epoch 2/2... Discriminator Loss: 1.0065... Generator Loss: 0.9707 Epoch 2/2... Discriminator Loss: 1.3954... Generator Loss: 0.7446 Epoch 2/2... Discriminator Loss: 1.0972... Generator Loss: 1.2556 Epoch 2/2... Discriminator Loss: 1.3409... Generator Loss: 1.1779 Epoch 2/2... Discriminator Loss: 1.4481... Generator Loss: 0.8671 Epoch 2/2... Discriminator Loss: 1.3275... Generator Loss: 1.3056 Epoch 2/2... Discriminator Loss: 1.3849... Generator Loss: 1.2182 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 1.8805... Generator Loss: 0.3391 Epoch 2/2... Discriminator Loss: 1.6630... Generator Loss: 0.4206 Epoch 2/2... Discriminator Loss: 0.9710... Generator Loss: 0.8844 Epoch 2/2... Discriminator Loss: 0.6724... Generator Loss: 1.5895 Epoch 2/2... Discriminator Loss: 0.8180... Generator Loss: 1.1705 Epoch 2/2... Discriminator Loss: 1.4110... Generator Loss: 0.5791 Epoch 2/2... Discriminator Loss: 0.7520... Generator Loss: 1.3250 Epoch 2/2... Discriminator Loss: 0.7420... Generator Loss: 1.3631 Epoch 2/2... Discriminator Loss: 0.8318... Generator Loss: 1.2313 Epoch 2/2... Discriminator Loss: 0.6874... Generator Loss: 1.4311 =======Epoch 2/2... Discriminator Loss: 1.3971... Generator Loss: 0.9371 Epoch 2/2... Discriminator Loss: 1.0846... Generator Loss: 1.0737 Epoch 2/2... Discriminator Loss: 1.5056... Generator Loss: 0.9013 Epoch 2/2... Discriminator Loss: 1.2632... Generator Loss: 1.1743 Epoch 2/2... Discriminator Loss: 1.0126... Generator Loss: 0.9236 Epoch 2/2... Discriminator Loss: 1.2637... Generator Loss: 1.0817 Epoch 2/2... Discriminator Loss: 1.2574... Generator Loss: 1.0099 Epoch 2/2... Discriminator Loss: 1.5029... Generator Loss: 0.7555 Epoch 2/2... Discriminator Loss: 1.3499... Generator Loss: 1.0408 Epoch 2/2... Discriminator Loss: 1.3704... Generator Loss: 0.8308 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 0.8620... Generator Loss: 1.2214 Epoch 2/2... Discriminator Loss: 0.8242... Generator Loss: 1.1255 Epoch 2/2... Discriminator Loss: 0.9049... Generator Loss: 1.1335 Epoch 2/2... Discriminator Loss: 0.5577... Generator Loss: 1.9259 Epoch 2/2... Discriminator Loss: 0.5700... Generator Loss: 2.1927 Epoch 2/2... Discriminator Loss: 1.4731... Generator Loss: 0.4813 Epoch 2/2... Discriminator Loss: 0.5982... Generator Loss: 1.8513 Epoch 2/2... Discriminator Loss: 0.7152... Generator Loss: 1.3503 Epoch 2/2... Discriminator Loss: 0.5265... Generator Loss: 2.1101 Epoch 2/2... Discriminator Loss: 1.0314... Generator Loss: 0.8227 =======Epoch 2/2... Discriminator Loss: 1.3681... Generator Loss: 0.8933 Epoch 2/2... Discriminator Loss: 1.3211... Generator Loss: 1.0775 Epoch 2/2... Discriminator Loss: 1.3071... Generator Loss: 1.1913 Epoch 2/2... Discriminator Loss: 1.1825... Generator Loss: 1.0251 Epoch 2/2... Discriminator Loss: 1.3300... Generator Loss: 0.9892 Epoch 2/2... Discriminator Loss: 1.4993... Generator Loss: 0.6497 Epoch 2/2... Discriminator Loss: 1.2227... Generator Loss: 1.0787 Epoch 2/2... Discriminator Loss: 1.1884... Generator Loss: 0.7458 Epoch 2/2... Discriminator Loss: 1.1497... Generator Loss: 0.8547 Epoch 2/2... Discriminator Loss: 1.2184... Generator Loss: 0.6711 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 0.9461... Generator Loss: 0.9871 Epoch 2/2... Discriminator Loss: 0.8831... Generator Loss: 1.0252 Epoch 2/2... Discriminator Loss: 0.6654... Generator Loss: 1.5856 Epoch 2/2... Discriminator Loss: 1.0940... Generator Loss: 0.7549 Epoch 2/2... Discriminator Loss: 0.7341... Generator Loss: 1.2603 Epoch 2/2... Discriminator Loss: 0.7675... Generator Loss: 1.1906 Epoch 2/2... Discriminator Loss: 0.6094... Generator Loss: 1.6558 Epoch 2/2... Discriminator Loss: 2.7157... Generator Loss: 0.2034 Epoch 2/2... Discriminator Loss: 0.7423... Generator Loss: 1.2790 Epoch 2/2... Discriminator Loss: 0.9672... Generator Loss: 0.8621 =======Epoch 2/2... Discriminator Loss: 1.0866... Generator Loss: 1.1794 Epoch 2/2... Discriminator Loss: 1.2288... Generator Loss: 0.8443 Epoch 2/2... Discriminator Loss: 1.2709... Generator Loss: 0.7449 Epoch 2/2... Discriminator Loss: 1.0260... Generator Loss: 0.9022 Epoch 2/2... Discriminator Loss: 1.0035... Generator Loss: 1.4307 Epoch 2/2... Discriminator Loss: 1.1884... Generator Loss: 1.2823 Epoch 2/2... Discriminator Loss: 1.3402... Generator Loss: 1.0261 Epoch 2/2... Discriminator Loss: 1.0404... Generator Loss: 1.1873 Epoch 2/2... Discriminator Loss: 1.2045... Generator Loss: 1.0616 Epoch 2/2... Discriminator Loss: 1.1584... Generator Loss: 1.0506 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 2.3372... Generator Loss: 0.2307 Epoch 2/2... Discriminator Loss: 0.7074... Generator Loss: 1.5064 Epoch 2/2... Discriminator Loss: 0.6653... Generator Loss: 1.6534 Epoch 2/2... Discriminator Loss: 0.8968... Generator Loss: 1.0031 Epoch 2/2... Discriminator Loss: 1.2479... Generator Loss: 0.6375 Epoch 2/2... Discriminator Loss: 2.9328... Generator Loss: 0.1232 Epoch 2/2... Discriminator Loss: 0.7250... Generator Loss: 1.3122 Epoch 2/2... Discriminator Loss: 0.9024... Generator Loss: 0.9943 Epoch 2/2... Discriminator Loss: 1.7280... Generator Loss: 0.4301 Epoch 2/2... Discriminator Loss: 0.7890... Generator Loss: 1.3168 =======Epoch 2/2... Discriminator Loss: 1.4605... Generator Loss: 0.6346 Epoch 2/2... Discriminator Loss: 1.3985... Generator Loss: 1.1689 Epoch 2/2... Discriminator Loss: 1.0003... Generator Loss: 1.1342 Epoch 2/2... Discriminator Loss: 1.2589... Generator Loss: 1.0832 Epoch 2/2... Discriminator Loss: 1.2091... Generator Loss: 0.8775 Epoch 2/2... Discriminator Loss: 1.4191... Generator Loss: 0.7751 Epoch 2/2... Discriminator Loss: 1.3338... Generator Loss: 0.9349 Epoch 2/2... Discriminator Loss: 1.3123... Generator Loss: 0.8006 Epoch 2/2... Discriminator Loss: 1.1892... Generator Loss: 1.0753 Epoch 2/2... Discriminator Loss: 1.2021... Generator Loss: 1.2461 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 1.0264... Generator Loss: 0.8281 Epoch 2/2... Discriminator Loss: 0.5710... Generator Loss: 1.8154 Epoch 2/2... Discriminator Loss: 0.4735... Generator Loss: 2.2984 Epoch 2/2... Discriminator Loss: 0.7532... Generator Loss: 1.3087 Epoch 2/2... Discriminator Loss: 0.7111... Generator Loss: 2.1909 Epoch 2/2... Discriminator Loss: 1.0768... Generator Loss: 0.7866 Epoch 2/2... Discriminator Loss: 1.3852... Generator Loss: 0.5010 Epoch 2/2... Discriminator Loss: 1.7500... Generator Loss: 0.3793 Epoch 2/2... Discriminator Loss: 0.8801... Generator Loss: 1.0271 Epoch 2/2... Discriminator Loss: 1.4720... Generator Loss: 0.4652 =======Epoch 2/2... Discriminator Loss: 1.0986... Generator Loss: 0.8206 Epoch 2/2... Discriminator Loss: 1.6675... Generator Loss: 0.9882 Epoch 2/2... Discriminator Loss: 1.0746... Generator Loss: 1.0490 Epoch 2/2... Discriminator Loss: 1.4036... Generator Loss: 0.9676 Epoch 2/2... Discriminator Loss: 1.3706... Generator Loss: 1.0260 Epoch 2/2... Discriminator Loss: 1.1703... Generator Loss: 0.9882 Epoch 2/2... Discriminator Loss: 0.9508... Generator Loss: 1.1093 Epoch 2/2... Discriminator Loss: 0.9477... Generator Loss: 0.9064 Epoch 2/2... Discriminator Loss: 1.1281... Generator Loss: 1.0869 Epoch 2/2... Discriminator Loss: 1.3292... Generator Loss: 0.7201 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 1.4170... Generator Loss: 1.2169 Epoch 2/2... Discriminator Loss: 1.2819... Generator Loss: 1.0842 Epoch 2/2... Discriminator Loss: 1.2466... Generator Loss: 1.0226 Epoch 2/2... Discriminator Loss: 1.4533... Generator Loss: 0.8664 Epoch 2/2... Discriminator Loss: 1.2069... Generator Loss: 0.9537 Epoch 2/2... Discriminator Loss: 1.5547... Generator Loss: 0.9195 Epoch 2/2... Discriminator Loss: 1.3853... Generator Loss: 1.0199 Epoch 2/2... Discriminator Loss: 1.4052... Generator Loss: 1.2293 Epoch 2/2... Discriminator Loss: 1.1134... Generator Loss: 1.1995 Epoch 2/2... Discriminator Loss: 1.1248... Generator Loss: 0.9261
Epoch 2/2... Discriminator Loss: 1.1456... Generator Loss: 0.9775 Epoch 2/2... Discriminator Loss: 1.3694... Generator Loss: 1.0785 Epoch 2/2... Discriminator Loss: 1.3898... Generator Loss: 1.0976 Epoch 2/2... Discriminator Loss: 1.3083... Generator Loss: 1.0960 Epoch 2/2... Discriminator Loss: 1.2783... Generator Loss: 0.8169 Epoch 2/2... Discriminator Loss: 1.3941... Generator Loss: 0.9621 Epoch 2/2... Discriminator Loss: 1.3113... Generator Loss: 0.7972 Epoch 2/2... Discriminator Loss: 1.2650... Generator Loss: 0.9802 Epoch 2/2... Discriminator Loss: 1.1258... Generator Loss: 1.2635 Epoch 2/2... Discriminator Loss: 1.4169... Generator Loss: 0.8659
Epoch 2/2... Discriminator Loss: 1.7937... Generator Loss: 0.3562 Epoch 2/2... Discriminator Loss: 0.4962... Generator Loss: 3.0618 Epoch 2/2... Discriminator Loss: 1.0231... Generator Loss: 0.8108 Epoch 2/2... Discriminator Loss: 1.8192... Generator Loss: 0.4062 Epoch 2/2... Discriminator Loss: 0.7556... Generator Loss: 1.6151 Epoch 2/2... Discriminator Loss: 0.6848... Generator Loss: 1.5539 Epoch 2/2... Discriminator Loss: 1.0129... Generator Loss: 1.0238 Epoch 2/2... Discriminator Loss: 1.4449... Generator Loss: 0.4951 Epoch 2/2... Discriminator Loss: 1.1630... Generator Loss: 0.7772 Epoch 2/2... Discriminator Loss: 1.6966... Generator Loss: 0.4507 =======Epoch 2/2... Discriminator Loss: 1.1783... Generator Loss: 1.0566 Epoch 2/2... Discriminator Loss: 1.2190... Generator Loss: 1.0590 Epoch 2/2... Discriminator Loss: 1.2918... Generator Loss: 0.9053 Epoch 2/2... Discriminator Loss: 1.4526... Generator Loss: 0.7654 Epoch 2/2... Discriminator Loss: 1.4412... Generator Loss: 0.8812 Epoch 2/2... Discriminator Loss: 1.4111... Generator Loss: 1.0348 Epoch 2/2... Discriminator Loss: 1.1581... Generator Loss: 1.0409 Epoch 2/2... Discriminator Loss: 1.1406... Generator Loss: 0.9180 Epoch 2/2... Discriminator Loss: 1.4976... Generator Loss: 0.9248 Epoch 2/2... Discriminator Loss: 1.4319... Generator Loss: 0.9195 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 0.8518... Generator Loss: 4.4811 Epoch 2/2... Discriminator Loss: 0.7880... Generator Loss: 1.2428 Epoch 2/2... Discriminator Loss: 0.7069... Generator Loss: 1.3888 Epoch 2/2... Discriminator Loss: 1.4270... Generator Loss: 0.5736 Epoch 2/2... Discriminator Loss: 1.2281... Generator Loss: 0.6331 Epoch 2/2... Discriminator Loss: 0.7086... Generator Loss: 1.4005 Epoch 2/2... Discriminator Loss: 0.6815... Generator Loss: 1.4586 Epoch 2/2... Discriminator Loss: 0.7853... Generator Loss: 1.3163 Epoch 2/2... Discriminator Loss: 0.6670... Generator Loss: 1.5656 Epoch 2/2... Discriminator Loss: 0.5034... Generator Loss: 2.1674 =======Epoch 2/2... Discriminator Loss: 1.2680... Generator Loss: 0.9411 Epoch 2/2... Discriminator Loss: 1.1511... Generator Loss: 0.7909 Epoch 2/2... Discriminator Loss: 1.1721... Generator Loss: 0.9960 Epoch 2/2... Discriminator Loss: 1.1895... Generator Loss: 1.0181 Epoch 2/2... Discriminator Loss: 1.1222... Generator Loss: 0.7254 Epoch 2/2... Discriminator Loss: 1.3290... Generator Loss: 0.8534 Epoch 2/2... Discriminator Loss: 1.0877... Generator Loss: 1.1120 Epoch 2/2... Discriminator Loss: 1.3954... Generator Loss: 0.9968 Epoch 2/2... Discriminator Loss: 1.2610... Generator Loss: 0.8738 Epoch 2/2... Discriminator Loss: 1.3490... Generator Loss: 0.7705 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 2.3868... Generator Loss: 0.2006 Epoch 2/2... Discriminator Loss: 0.5970... Generator Loss: 1.7958 Epoch 2/2... Discriminator Loss: 0.9144... Generator Loss: 1.0096 Epoch 2/2... Discriminator Loss: 2.2777... Generator Loss: 0.3140 Epoch 2/2... Discriminator Loss: 1.0017... Generator Loss: 0.9343 Epoch 2/2... Discriminator Loss: 0.8007... Generator Loss: 1.1645 Epoch 2/2... Discriminator Loss: 0.5910... Generator Loss: 1.7378 Epoch 2/2... Discriminator Loss: 1.2147... Generator Loss: 0.6304 Epoch 2/2... Discriminator Loss: 1.0672... Generator Loss: 3.0687 Epoch 2/2... Discriminator Loss: 1.5557... Generator Loss: 0.4545 =======Epoch 2/2... Discriminator Loss: 0.9772... Generator Loss: 0.9771 Epoch 2/2... Discriminator Loss: 1.5123... Generator Loss: 0.8390 Epoch 2/2... Discriminator Loss: 1.5587... Generator Loss: 1.0613 Epoch 2/2... Discriminator Loss: 1.6095... Generator Loss: 0.6978 Epoch 2/2... Discriminator Loss: 1.2604... Generator Loss: 0.9981 Epoch 2/2... Discriminator Loss: 1.1054... Generator Loss: 0.7245 Epoch 2/2... Discriminator Loss: 1.3441... Generator Loss: 0.8616 Epoch 2/2... Discriminator Loss: 1.1553... Generator Loss: 0.8020 Epoch 2/2... Discriminator Loss: 1.1696... Generator Loss: 1.0696 Epoch 2/2... Discriminator Loss: 1.3358... Generator Loss: 0.7548 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 0.6232... Generator Loss: 1.6498 Epoch 2/2... Discriminator Loss: 1.2833... Generator Loss: 0.7147 Epoch 2/2... Discriminator Loss: 0.6208... Generator Loss: 2.0144 Epoch 2/2... Discriminator Loss: 0.6928... Generator Loss: 1.4487 Epoch 2/2... Discriminator Loss: 1.2893... Generator Loss: 3.2874 Epoch 2/2... Discriminator Loss: 0.6501... Generator Loss: 1.7473 Epoch 2/2... Discriminator Loss: 1.0761... Generator Loss: 0.7611 Epoch 2/2... Discriminator Loss: 1.4531... Generator Loss: 0.5447 Epoch 2/2... Discriminator Loss: 0.8619... Generator Loss: 2.2012 Epoch 2/2... Discriminator Loss: 2.2569... Generator Loss: 0.2440 =======Epoch 2/2... Discriminator Loss: 1.3770... Generator Loss: 0.8475 Epoch 2/2... Discriminator Loss: 1.6244... Generator Loss: 0.9645 Epoch 2/2... Discriminator Loss: 1.3530... Generator Loss: 1.0832 Epoch 2/2... Discriminator Loss: 1.2602... Generator Loss: 0.8819 Epoch 2/2... Discriminator Loss: 1.2703... Generator Loss: 1.1869 Epoch 2/2... Discriminator Loss: 1.4105... Generator Loss: 0.9900 Epoch 2/2... Discriminator Loss: 1.1598... Generator Loss: 0.9084
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 64
z_dim = 200
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 0.8288... Generator Loss: 1.6922 Epoch 1/1... Discriminator Loss: 0.9193... Generator Loss: 1.7073 Epoch 1/1... Discriminator Loss: 1.0532... Generator Loss: 1.3602 Epoch 1/1... Discriminator Loss: 1.1160... Generator Loss: 1.1868 Epoch 1/1... Discriminator Loss: 1.0998... Generator Loss: 1.1446 Epoch 1/1... Discriminator Loss: 1.1861... Generator Loss: 1.2932 Epoch 1/1... Discriminator Loss: 1.0643... Generator Loss: 2.0605 Epoch 1/1... Discriminator Loss: 1.0329... Generator Loss: 1.3849 Epoch 1/1... Discriminator Loss: 0.9551... Generator Loss: 1.9389 Epoch 1/1... Discriminator Loss: 1.5553... Generator Loss: 0.9361 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 2/2... Discriminator Loss: 1.5755... Generator Loss: 0.4061 Epoch 2/2... Discriminator Loss: 1.4769... Generator Loss: 0.4539 Epoch 2/2... Discriminator Loss: 0.6939... Generator Loss: 2.2884 Epoch 2/2... Discriminator Loss: 0.6262... Generator Loss: 1.5701 Epoch 2/2... Discriminator Loss: 0.6629... Generator Loss: 1.7817 Epoch 2/2... Discriminator Loss: 0.5584... Generator Loss: 1.8464 Epoch 2/2... Discriminator Loss: 1.4194... Generator Loss: 0.5583
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 32
z_dim = 100
learning_rate = 0.002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 2.5909... Generator Loss: 0.1951 Epoch 1/1... Discriminator Loss: 0.8479... Generator Loss: 1.3009 Epoch 1/1... Discriminator Loss: 0.8624... Generator Loss: 1.0691 Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 1.5810 Epoch 1/1... Discriminator Loss: 0.7426... Generator Loss: 2.4900 Epoch 1/1... Discriminator Loss: 1.5966... Generator Loss: 0.4894 Epoch 1/1... Discriminator Loss: 0.8901... Generator Loss: 1.1001 Epoch 1/1... Discriminator Loss: 1.0249... Generator Loss: 0.8998 Epoch 1/1... Discriminator Loss: 0.8102... Generator Loss: 2.7183 Epoch 1/1... Discriminator Loss: 0.9964... Generator Loss: 1.2143 =======Epoch 1/1... Discriminator Loss: 1.1941... Generator Loss: 1.4660 Epoch 1/1... Discriminator Loss: 1.6617... Generator Loss: 1.8961 Epoch 1/1... Discriminator Loss: 1.0727... Generator Loss: 1.4482 Epoch 1/1... Discriminator Loss: 1.7429... Generator Loss: 1.0630 Epoch 1/1... Discriminator Loss: 1.2847... Generator Loss: 1.4467 Epoch 1/1... Discriminator Loss: 1.0790... Generator Loss: 1.5478 Epoch 1/1... Discriminator Loss: 1.4112... Generator Loss: 1.2001 Epoch 1/1... Discriminator Loss: 0.9610... Generator Loss: 1.1947 Epoch 1/1... Discriminator Loss: 1.4048... Generator Loss: 1.1435 Epoch 1/1... Discriminator Loss: 0.6343... Generator Loss: 2.0014 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 0.9951... Generator Loss: 1.1282 Epoch 1/1... Discriminator Loss: 2.8723... Generator Loss: 4.3372 Epoch 1/1... Discriminator Loss: 1.1890... Generator Loss: 1.1057 Epoch 1/1... Discriminator Loss: 1.6765... Generator Loss: 0.5438 Epoch 1/1... Discriminator Loss: 1.0446... Generator Loss: 0.9072 Epoch 1/1... Discriminator Loss: 1.0193... Generator Loss: 1.0947 Epoch 1/1... Discriminator Loss: 1.2658... Generator Loss: 1.0093 Epoch 1/1... Discriminator Loss: 1.3036... Generator Loss: 1.1176 Epoch 1/1... Discriminator Loss: 1.0232... Generator Loss: 1.5544 Epoch 1/1... Discriminator Loss: 1.4278... Generator Loss: 0.6554 =======Epoch 1/1... Discriminator Loss: 1.0672... Generator Loss: 1.4813 Epoch 1/1... Discriminator Loss: 1.1911... Generator Loss: 1.2295 Epoch 1/1... Discriminator Loss: 1.1732... Generator Loss: 1.1108 Epoch 1/1... Discriminator Loss: 0.8795... Generator Loss: 1.7072 Epoch 1/1... Discriminator Loss: 1.6118... Generator Loss: 1.0278 Epoch 1/1... Discriminator Loss: 1.1836... Generator Loss: 0.8439 Epoch 1/1... Discriminator Loss: 1.4662... Generator Loss: 1.1852 Epoch 1/1... Discriminator Loss: 1.2392... Generator Loss: 1.0944 Epoch 1/1... Discriminator Loss: 0.8252... Generator Loss: 2.5714 Epoch 1/1... Discriminator Loss: 1.3233... Generator Loss: 2.1518 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.5751... Generator Loss: 0.7888 Epoch 1/1... Discriminator Loss: 1.4332... Generator Loss: 0.5230 Epoch 1/1... Discriminator Loss: 1.3953... Generator Loss: 0.6968 Epoch 1/1... Discriminator Loss: 1.7570... Generator Loss: 0.3651 Epoch 1/1... Discriminator Loss: 1.4278... Generator Loss: 1.0271 Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 0.7899 Epoch 1/1... Discriminator Loss: 1.0777... Generator Loss: 0.9476 Epoch 1/1... Discriminator Loss: 1.0894... Generator Loss: 0.8878 Epoch 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.9943 Epoch 1/1... Discriminator Loss: 1.0007... Generator Loss: 1.1051 =======Epoch 1/1... Discriminator Loss: 2.0839... Generator Loss: 0.7152 Epoch 1/1... Discriminator Loss: 1.8408... Generator Loss: 0.7431 Epoch 1/1... Discriminator Loss: 2.4760... Generator Loss: 0.7745 Epoch 1/1... Discriminator Loss: 1.5736... Generator Loss: 0.7094 Epoch 1/1... Discriminator Loss: 1.5771... Generator Loss: 1.0522 Epoch 1/1... Discriminator Loss: 1.6859... Generator Loss: 0.7571 Epoch 1/1... Discriminator Loss: 1.1344... Generator Loss: 1.3594 Epoch 1/1... Discriminator Loss: 1.2298... Generator Loss: 0.8157 Epoch 1/1... Discriminator Loss: 1.4128... Generator Loss: 0.7367 Epoch 1/1... Discriminator Loss: 0.7587... Generator Loss: 1.5826 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2719... Generator Loss: 0.8442 Epoch 1/1... Discriminator Loss: 0.9097... Generator Loss: 1.2095 Epoch 1/1... Discriminator Loss: 1.1154... Generator Loss: 1.0598 Epoch 1/1... Discriminator Loss: 1.4953... Generator Loss: 0.4976 Epoch 1/1... Discriminator Loss: 1.1217... Generator Loss: 1.0205 Epoch 1/1... Discriminator Loss: 1.0652... Generator Loss: 1.1991 Epoch 1/1... Discriminator Loss: 1.1092... Generator Loss: 1.1807 Epoch 1/1... Discriminator Loss: 1.3629... Generator Loss: 0.7376 Epoch 1/1... Discriminator Loss: 1.2916... Generator Loss: 0.7911 Epoch 1/1... Discriminator Loss: 1.5510... Generator Loss: 0.5544 =======Epoch 1/1... Discriminator Loss: 0.9958... Generator Loss: 1.2922 Epoch 1/1... Discriminator Loss: 0.5465... Generator Loss: 2.0003 Epoch 1/1... Discriminator Loss: 0.7455... Generator Loss: 2.0006 Epoch 1/1... Discriminator Loss: 0.5814... Generator Loss: 1.6206 Epoch 1/1... Discriminator Loss: 0.4127... Generator Loss: 3.2953 Epoch 1/1... Discriminator Loss: 0.6246... Generator Loss: 2.4058 Epoch 1/1... Discriminator Loss: 0.5585... Generator Loss: 4.5751 Epoch 1/1... Discriminator Loss: 0.3991... Generator Loss: 5.1645 Epoch 1/1... Discriminator Loss: 0.8075... Generator Loss: 1.1827 Epoch 1/1... Discriminator Loss: 0.3271... Generator Loss: 2.3067 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.1020... Generator Loss: 1.0156 Epoch 1/1... Discriminator Loss: 1.3190... Generator Loss: 0.8669 Epoch 1/1... Discriminator Loss: 1.2115... Generator Loss: 0.8696 Epoch 1/1... Discriminator Loss: 1.0600... Generator Loss: 1.0793 Epoch 1/1... Discriminator Loss: 1.1859... Generator Loss: 1.8253 Epoch 1/1... Discriminator Loss: 1.3293... Generator Loss: 0.6678 Epoch 1/1... Discriminator Loss: 1.1656... Generator Loss: 0.8141 Epoch 1/1... Discriminator Loss: 1.2126... Generator Loss: 0.8532 Epoch 1/1... Discriminator Loss: 1.0809... Generator Loss: 1.0743 Epoch 1/1... Discriminator Loss: 1.3103... Generator Loss: 0.8893 =======Epoch 1/1... Discriminator Loss: 1.1422... Generator Loss: 0.5729 Epoch 1/1... Discriminator Loss: 0.5323... Generator Loss: 2.2935 Epoch 1/1... Discriminator Loss: 0.3448... Generator Loss: 2.5781 Epoch 1/1... Discriminator Loss: 0.9612... Generator Loss: 0.8991 Epoch 1/1... Discriminator Loss: 0.3712... Generator Loss: 2.1231 Epoch 1/1... Discriminator Loss: 0.1687... Generator Loss: 3.2246 Epoch 1/1... Discriminator Loss: 0.3675... Generator Loss: 2.3771 Epoch 1/1... Discriminator Loss: 1.7765... Generator Loss: 0.4410 Epoch 1/1... Discriminator Loss: 0.9459... Generator Loss: 1.0230 Epoch 1/1... Discriminator Loss: 0.5323... Generator Loss: 2.4705 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2358... Generator Loss: 0.7200 Epoch 1/1... Discriminator Loss: 1.2436... Generator Loss: 1.4406 Epoch 1/1... Discriminator Loss: 1.1531... Generator Loss: 1.1041 Epoch 1/1... Discriminator Loss: 1.1525... Generator Loss: 0.9495 Epoch 1/1... Discriminator Loss: 1.0802... Generator Loss: 1.0770 Epoch 1/1... Discriminator Loss: 1.0046... Generator Loss: 1.3339 Epoch 1/1... Discriminator Loss: 1.2053... Generator Loss: 0.7285 Epoch 1/1... Discriminator Loss: 1.2554... Generator Loss: 0.7642 Epoch 1/1... Discriminator Loss: 1.3429... Generator Loss: 0.7898 Epoch 1/1... Discriminator Loss: 1.1489... Generator Loss: 0.9215 =======Epoch 1/1... Discriminator Loss: 0.3155... Generator Loss: 4.5759 Epoch 1/1... Discriminator Loss: 0.5942... Generator Loss: 1.6663 Epoch 1/1... Discriminator Loss: 0.6381... Generator Loss: 2.8598 Epoch 1/1... Discriminator Loss: 0.6393... Generator Loss: 4.9740 Epoch 1/1... Discriminator Loss: 0.6140... Generator Loss: 1.5181 Epoch 1/1... Discriminator Loss: 0.3752... Generator Loss: 5.8158 Epoch 1/1... Discriminator Loss: 0.4984... Generator Loss: 2.5266 Epoch 1/1... Discriminator Loss: 0.5398... Generator Loss: 4.9243 Epoch 1/1... Discriminator Loss: 2.4622... Generator Loss: 0.1876 Epoch 1/1... Discriminator Loss: 1.0802... Generator Loss: 1.5911 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.1182... Generator Loss: 0.9813 Epoch 1/1... Discriminator Loss: 1.0517... Generator Loss: 1.7953 Epoch 1/1... Discriminator Loss: 1.1350... Generator Loss: 0.8309 Epoch 1/1... Discriminator Loss: 0.9293... Generator Loss: 1.4523 Epoch 1/1... Discriminator Loss: 0.9845... Generator Loss: 1.5105 Epoch 1/1... Discriminator Loss: 1.2896... Generator Loss: 2.1152 Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 0.8756 Epoch 1/1... Discriminator Loss: 1.1243... Generator Loss: 1.1592 Epoch 1/1... Discriminator Loss: 0.9740... Generator Loss: 1.5466 Epoch 1/1... Discriminator Loss: 1.0676... Generator Loss: 1.4220 =======Epoch 1/1... Discriminator Loss: 1.6823... Generator Loss: 1.2429 Epoch 1/1... Discriminator Loss: 0.7973... Generator Loss: 2.3351 Epoch 1/1... Discriminator Loss: 0.9963... Generator Loss: 2.0509 Epoch 1/1... Discriminator Loss: 0.9028... Generator Loss: 2.1015 Epoch 1/1... Discriminator Loss: 0.5853... Generator Loss: 3.7078 Epoch 1/1... Discriminator Loss: 1.8574... Generator Loss: 0.4419 Epoch 1/1... Discriminator Loss: 0.8833... Generator Loss: 3.8427 Epoch 1/1... Discriminator Loss: 0.7367... Generator Loss: 1.0248 Epoch 1/1... Discriminator Loss: 0.7953... Generator Loss: 1.3945 Epoch 1/1... Discriminator Loss: 0.9911... Generator Loss: 4.0039 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.4115... Generator Loss: 1.8459 Epoch 1/1... Discriminator Loss: 1.1532... Generator Loss: 0.9993 Epoch 1/1... Discriminator Loss: 1.2190... Generator Loss: 1.7135 Epoch 1/1... Discriminator Loss: 1.3783... Generator Loss: 0.8557 Epoch 1/1... Discriminator Loss: 1.0246... Generator Loss: 0.9284 Epoch 1/1... Discriminator Loss: 1.2040... Generator Loss: 0.9450 Epoch 1/1... Discriminator Loss: 1.0809... Generator Loss: 1.5058 Epoch 1/1... Discriminator Loss: 0.9799... Generator Loss: 1.2006 Epoch 1/1... Discriminator Loss: 1.0707... Generator Loss: 1.3797 Epoch 1/1... Discriminator Loss: 0.9273... Generator Loss: 1.6599 =======Epoch 1/1... Discriminator Loss: 0.9094... Generator Loss: 2.3774 Epoch 1/1... Discriminator Loss: 0.9132... Generator Loss: 5.2354 Epoch 1/1... Discriminator Loss: 0.2519... Generator Loss: 3.4196 Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 1.9621 Epoch 1/1... Discriminator Loss: 0.3745... Generator Loss: 2.8671 Epoch 1/1... Discriminator Loss: 1.1919... Generator Loss: 0.7213 Epoch 1/1... Discriminator Loss: 1.4611... Generator Loss: 0.9907 Epoch 1/1... Discriminator Loss: 0.9111... Generator Loss: 1.1049 Epoch 1/1... Discriminator Loss: 2.0753... Generator Loss: 0.3504 Epoch 1/1... Discriminator Loss: 1.2328... Generator Loss: 0.7894 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.1731... Generator Loss: 0.8293 Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 1.2877 Epoch 1/1... Discriminator Loss: 1.0785... Generator Loss: 1.2781 Epoch 1/1... Discriminator Loss: 1.1214... Generator Loss: 0.9927 Epoch 1/1... Discriminator Loss: 1.0236... Generator Loss: 1.9208 Epoch 1/1... Discriminator Loss: 1.1371... Generator Loss: 0.8156 Epoch 1/1... Discriminator Loss: 1.1855... Generator Loss: 1.1183 Epoch 1/1... Discriminator Loss: 1.0011... Generator Loss: 1.3068 Epoch 1/1... Discriminator Loss: 1.4547... Generator Loss: 0.6745 Epoch 1/1... Discriminator Loss: 1.1078... Generator Loss: 0.9946 =======Epoch 1/1... Discriminator Loss: 0.5706... Generator Loss: 1.5468 Epoch 1/1... Discriminator Loss: 0.5649... Generator Loss: 2.0765 Epoch 1/1... Discriminator Loss: 0.6685... Generator Loss: 3.5649 Epoch 1/1... Discriminator Loss: 0.9437... Generator Loss: 1.0655 Epoch 1/1... Discriminator Loss: 0.5848... Generator Loss: 3.2673 Epoch 1/1... Discriminator Loss: 0.8481... Generator Loss: 1.8688 Epoch 1/1... Discriminator Loss: 0.3590... Generator Loss: 4.0870 Epoch 1/1... Discriminator Loss: 1.1194... Generator Loss: 2.1414 Epoch 1/1... Discriminator Loss: 1.0907... Generator Loss: 1.2495 Epoch 1/1... Discriminator Loss: 0.9258... Generator Loss: 2.0750 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.0098... Generator Loss: 1.1865 Epoch 1/1... Discriminator Loss: 1.0768... Generator Loss: 1.0833 Epoch 1/1... Discriminator Loss: 1.4090... Generator Loss: 0.5601 Epoch 1/1... Discriminator Loss: 1.0180... Generator Loss: 1.0960 Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 1.0734 Epoch 1/1... Discriminator Loss: 1.6220... Generator Loss: 3.0091 Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.2077 Epoch 1/1... Discriminator Loss: 0.9734... Generator Loss: 0.9806 Epoch 1/1... Discriminator Loss: 1.1599... Generator Loss: 1.3013 Epoch 1/1... Discriminator Loss: 1.1248... Generator Loss: 0.9200 =======Epoch 1/1... Discriminator Loss: 1.3735... Generator Loss: 0.6689 Epoch 1/1... Discriminator Loss: 1.1953... Generator Loss: 0.6654 Epoch 1/1... Discriminator Loss: 2.1842... Generator Loss: 0.2424 Epoch 1/1... Discriminator Loss: 1.9146... Generator Loss: 0.2501 Epoch 1/1... Discriminator Loss: 2.2706... Generator Loss: 0.1996 Epoch 1/1... Discriminator Loss: 1.4266... Generator Loss: 1.8665 Epoch 1/1... Discriminator Loss: 1.6017... Generator Loss: 0.8239 Epoch 1/1... Discriminator Loss: 1.0099... Generator Loss: 0.6653 Epoch 1/1... Discriminator Loss: 1.5254... Generator Loss: 1.2348 Epoch 1/1... Discriminator Loss: 1.3995... Generator Loss: 0.7963 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.1716... Generator Loss: 0.7883 Epoch 1/1... Discriminator Loss: 1.1934... Generator Loss: 1.0242 Epoch 1/1... Discriminator Loss: 1.4323... Generator Loss: 0.4963 Epoch 1/1... Discriminator Loss: 1.1926... Generator Loss: 0.7534 Epoch 1/1... Discriminator Loss: 1.1419... Generator Loss: 1.0730 Epoch 1/1... Discriminator Loss: 1.0938... Generator Loss: 0.9455 Epoch 1/1... Discriminator Loss: 1.4614... Generator Loss: 0.5311 Epoch 1/1... Discriminator Loss: 1.0965... Generator Loss: 1.0509 Epoch 1/1... Discriminator Loss: 0.8957... Generator Loss: 1.2644 Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.6339
Epoch 1/1... Discriminator Loss: 0.9818... Generator Loss: 1.3153 Epoch 1/1... Discriminator Loss: 1.4103... Generator Loss: 0.5418 Epoch 1/1... Discriminator Loss: 1.1570... Generator Loss: 1.0859 Epoch 1/1... Discriminator Loss: 1.2321... Generator Loss: 0.7738 Epoch 1/1... Discriminator Loss: 1.0457... Generator Loss: 0.9891 Epoch 1/1... Discriminator Loss: 1.0290... Generator Loss: 1.3661 Epoch 1/1... Discriminator Loss: 1.2130... Generator Loss: 0.9711 Epoch 1/1... Discriminator Loss: 1.0259... Generator Loss: 1.0685 Epoch 1/1... Discriminator Loss: 1.1802... Generator Loss: 0.9876 Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 1.2215
Epoch 1/1... Discriminator Loss: 1.1558... Generator Loss: 0.8860 Epoch 1/1... Discriminator Loss: 1.1739... Generator Loss: 0.8217 Epoch 1/1... Discriminator Loss: 1.6111... Generator Loss: 0.4283 Epoch 1/1... Discriminator Loss: 0.9394... Generator Loss: 1.2024 Epoch 1/1... Discriminator Loss: 1.0463... Generator Loss: 1.1641 Epoch 1/1... Discriminator Loss: 1.0031... Generator Loss: 1.2496 Epoch 1/1... Discriminator Loss: 1.3902... Generator Loss: 0.5864 Epoch 1/1... Discriminator Loss: 1.5990... Generator Loss: 0.4570 Epoch 1/1... Discriminator Loss: 1.2519... Generator Loss: 0.7989 Epoch 1/1... Discriminator Loss: 1.1210... Generator Loss: 0.9431 =======Epoch 1/1... Discriminator Loss: 1.0861... Generator Loss: 1.3080 Epoch 1/1... Discriminator Loss: 0.8584... Generator Loss: 1.3333 Epoch 1/1... Discriminator Loss: 0.6449... Generator Loss: 1.9542 Epoch 1/1... Discriminator Loss: 1.1306... Generator Loss: 1.4759 Epoch 1/1... Discriminator Loss: 1.6928... Generator Loss: 0.3186 Epoch 1/1... Discriminator Loss: 1.0414... Generator Loss: 1.8163 Epoch 1/1... Discriminator Loss: 2.3503... Generator Loss: 0.2007 Epoch 1/1... Discriminator Loss: 1.7903... Generator Loss: 0.4937 Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 1.3606 Epoch 1/1... Discriminator Loss: 0.4078... Generator Loss: 1.8894 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2682... Generator Loss: 0.7215 Epoch 1/1... Discriminator Loss: 1.0742... Generator Loss: 0.9777 Epoch 1/1... Discriminator Loss: 1.2022... Generator Loss: 0.8202 Epoch 1/1... Discriminator Loss: 1.3192... Generator Loss: 0.6891 Epoch 1/1... Discriminator Loss: 1.1848... Generator Loss: 1.2109 Epoch 1/1... Discriminator Loss: 1.2099... Generator Loss: 0.8361 Epoch 1/1... Discriminator Loss: 1.1153... Generator Loss: 0.8488 Epoch 1/1... Discriminator Loss: 1.1840... Generator Loss: 0.7010 Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.7252 Epoch 1/1... Discriminator Loss: 1.3108... Generator Loss: 0.6715 =======Epoch 1/1... Discriminator Loss: 1.0524... Generator Loss: 1.9214 Epoch 1/1... Discriminator Loss: 1.0843... Generator Loss: 1.3274 Epoch 1/1... Discriminator Loss: 0.7655... Generator Loss: 1.6789 Epoch 1/1... Discriminator Loss: 0.6780... Generator Loss: 3.5639 Epoch 1/1... Discriminator Loss: 1.1759... Generator Loss: 1.0231 Epoch 1/1... Discriminator Loss: 0.5232... Generator Loss: 3.5084 Epoch 1/1... Discriminator Loss: 1.4890... Generator Loss: 0.5673 Epoch 1/1... Discriminator Loss: 0.8519... Generator Loss: 3.4551 Epoch 1/1... Discriminator Loss: 0.8062... Generator Loss: 1.8637 Epoch 1/1... Discriminator Loss: 1.4301... Generator Loss: 1.1447 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2771... Generator Loss: 0.8304 Epoch 1/1... Discriminator Loss: 1.3192... Generator Loss: 0.7029 Epoch 1/1... Discriminator Loss: 1.0989... Generator Loss: 1.1694 Epoch 1/1... Discriminator Loss: 1.0402... Generator Loss: 0.9894 Epoch 1/1... Discriminator Loss: 1.0381... Generator Loss: 1.3685 Epoch 1/1... Discriminator Loss: 1.2095... Generator Loss: 0.9374 Epoch 1/1... Discriminator Loss: 1.3868... Generator Loss: 0.6540 Epoch 1/1... Discriminator Loss: 1.1591... Generator Loss: 0.8758 Epoch 1/1... Discriminator Loss: 1.2881... Generator Loss: 0.6623 Epoch 1/1... Discriminator Loss: 1.1031... Generator Loss: 1.0680 =======Epoch 1/1... Discriminator Loss: 0.7269... Generator Loss: 1.3038 Epoch 1/1... Discriminator Loss: 1.8040... Generator Loss: 0.2663 Epoch 1/1... Discriminator Loss: 1.2949... Generator Loss: 1.1726 Epoch 1/1... Discriminator Loss: 0.9563... Generator Loss: 1.7350 Epoch 1/1... Discriminator Loss: 0.7371... Generator Loss: 2.4862 Epoch 1/1... Discriminator Loss: 0.6779... Generator Loss: 1.3534 Epoch 1/1... Discriminator Loss: 1.4419... Generator Loss: 0.7554 Epoch 1/1... Discriminator Loss: 0.9518... Generator Loss: 4.9048 Epoch 1/1... Discriminator Loss: 0.4621... Generator Loss: 2.3119 Epoch 1/1... Discriminator Loss: 0.4765... Generator Loss: 2.2206 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.1616... Generator Loss: 0.7789 Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 1.0386 Epoch 1/1... Discriminator Loss: 1.0791... Generator Loss: 1.0587 Epoch 1/1... Discriminator Loss: 1.0410... Generator Loss: 1.0269 Epoch 1/1... Discriminator Loss: 1.3856... Generator Loss: 0.6471 Epoch 1/1... Discriminator Loss: 1.2387... Generator Loss: 1.1803 Epoch 1/1... Discriminator Loss: 1.1366... Generator Loss: 1.2120 Epoch 1/1... Discriminator Loss: 1.1221... Generator Loss: 1.0881 Epoch 1/1... Discriminator Loss: 1.1818... Generator Loss: 0.8659 Epoch 1/1... Discriminator Loss: 1.1584... Generator Loss: 0.8263
Epoch 1/1... Discriminator Loss: 1.0676... Generator Loss: 0.9091 Epoch 1/1... Discriminator Loss: 0.9805... Generator Loss: 1.1110 Epoch 1/1... Discriminator Loss: 1.0741... Generator Loss: 1.0052 Epoch 1/1... Discriminator Loss: 1.1684... Generator Loss: 0.7952 Epoch 1/1... Discriminator Loss: 1.1423... Generator Loss: 0.9097 Epoch 1/1... Discriminator Loss: 1.2467... Generator Loss: 0.9756 Epoch 1/1... Discriminator Loss: 1.1180... Generator Loss: 0.8807 Epoch 1/1... Discriminator Loss: 1.0678... Generator Loss: 1.0625 Epoch 1/1... Discriminator Loss: 1.1743... Generator Loss: 1.1939 Epoch 1/1... Discriminator Loss: 1.2710... Generator Loss: 0.7538
Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 0.8397 Epoch 1/1... Discriminator Loss: 1.3681... Generator Loss: 0.7312 Epoch 1/1... Discriminator Loss: 1.0725... Generator Loss: 1.1818 Epoch 1/1... Discriminator Loss: 1.2201... Generator Loss: 0.9043 Epoch 1/1... Discriminator Loss: 1.2060... Generator Loss: 0.9154 Epoch 1/1... Discriminator Loss: 1.0649... Generator Loss: 1.0089 Epoch 1/1... Discriminator Loss: 1.1623... Generator Loss: 1.0503 Epoch 1/1... Discriminator Loss: 1.2428... Generator Loss: 0.8053 Epoch 1/1... Discriminator Loss: 1.1452... Generator Loss: 1.1314 Epoch 1/1... Discriminator Loss: 1.0357... Generator Loss: 1.4397
Epoch 1/1... Discriminator Loss: 1.1963... Generator Loss: 0.7679 Epoch 1/1... Discriminator Loss: 1.1410... Generator Loss: 0.8128 Epoch 1/1... Discriminator Loss: 1.1485... Generator Loss: 0.9865 Epoch 1/1... Discriminator Loss: 1.3190... Generator Loss: 0.8277 Epoch 1/1... Discriminator Loss: 1.0736... Generator Loss: 1.1347 Epoch 1/1... Discriminator Loss: 1.2156... Generator Loss: 0.8360 Epoch 1/1... Discriminator Loss: 1.1925... Generator Loss: 0.9889 Epoch 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.8023 Epoch 1/1... Discriminator Loss: 1.1506... Generator Loss: 0.7737 Epoch 1/1... Discriminator Loss: 1.2760... Generator Loss: 0.7027 =======Epoch 1/1... Discriminator Loss: 1.4553... Generator Loss: 0.4109 Epoch 1/1... Discriminator Loss: 0.9050... Generator Loss: 1.3861 Epoch 1/1... Discriminator Loss: 0.8056... Generator Loss: 1.4079 Epoch 1/1... Discriminator Loss: 0.6026... Generator Loss: 1.9177 Epoch 1/1... Discriminator Loss: 0.8828... Generator Loss: 0.9269 Epoch 1/1... Discriminator Loss: 1.3168... Generator Loss: 0.7102 Epoch 1/1... Discriminator Loss: 0.6717... Generator Loss: 1.1000 Epoch 1/1... Discriminator Loss: 0.3519... Generator Loss: 2.1468 Epoch 1/1... Discriminator Loss: 1.2226... Generator Loss: 1.2810 Epoch 1/1... Discriminator Loss: 2.1441... Generator Loss: 0.1658 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2059... Generator Loss: 1.1682 Epoch 1/1... Discriminator Loss: 1.4327... Generator Loss: 2.0428 Epoch 1/1... Discriminator Loss: 1.3663... Generator Loss: 0.5236 Epoch 1/1... Discriminator Loss: 1.1592... Generator Loss: 0.9158 Epoch 1/1... Discriminator Loss: 1.2512... Generator Loss: 0.8208 Epoch 1/1... Discriminator Loss: 1.1147... Generator Loss: 0.9914 Epoch 1/1... Discriminator Loss: 1.4077... Generator Loss: 0.5527 Epoch 1/1... Discriminator Loss: 1.1277... Generator Loss: 1.3419 Epoch 1/1... Discriminator Loss: 1.1051... Generator Loss: 0.9922 Epoch 1/1... Discriminator Loss: 1.2141... Generator Loss: 0.8442 =======Epoch 1/1... Discriminator Loss: 0.7284... Generator Loss: 3.7189 Epoch 1/1... Discriminator Loss: 1.2053... Generator Loss: 0.8733 Epoch 1/1... Discriminator Loss: 0.5076... Generator Loss: 3.4242 Epoch 1/1... Discriminator Loss: 1.6474... Generator Loss: 0.3378 Epoch 1/1... Discriminator Loss: 1.4368... Generator Loss: 1.2062 Epoch 1/1... Discriminator Loss: 1.5990... Generator Loss: 0.4126 Epoch 1/1... Discriminator Loss: 1.1425... Generator Loss: 0.6765 Epoch 1/1... Discriminator Loss: 0.5953... Generator Loss: 4.0278 Epoch 1/1... Discriminator Loss: 1.3708... Generator Loss: 0.4986 Epoch 1/1... Discriminator Loss: 0.2658... Generator Loss: 2.7608 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2188... Generator Loss: 1.2676 Epoch 1/1... Discriminator Loss: 1.1652... Generator Loss: 1.0792 Epoch 1/1... Discriminator Loss: 0.9577... Generator Loss: 1.2586 Epoch 1/1... Discriminator Loss: 1.0321... Generator Loss: 1.0459 Epoch 1/1... Discriminator Loss: 1.2840... Generator Loss: 0.8723 Epoch 1/1... Discriminator Loss: 1.2586... Generator Loss: 0.7530 Epoch 1/1... Discriminator Loss: 1.0567... Generator Loss: 0.8605 Epoch 1/1... Discriminator Loss: 1.2406... Generator Loss: 0.7771 Epoch 1/1... Discriminator Loss: 1.2712... Generator Loss: 0.8332 Epoch 1/1... Discriminator Loss: 1.1414... Generator Loss: 0.9978 =======Epoch 1/1... Discriminator Loss: 1.6844... Generator Loss: 0.5533 Epoch 1/1... Discriminator Loss: 0.7963... Generator Loss: 2.2392 Epoch 1/1... Discriminator Loss: 1.5556... Generator Loss: 0.6505 Epoch 1/1... Discriminator Loss: 1.2583... Generator Loss: 1.0514 Epoch 1/1... Discriminator Loss: 0.7494... Generator Loss: 0.9391 Epoch 1/1... Discriminator Loss: 1.5208... Generator Loss: 1.2048 Epoch 1/1... Discriminator Loss: 1.0871... Generator Loss: 1.9264 Epoch 1/1... Discriminator Loss: 1.2897... Generator Loss: 0.8407 Epoch 1/1... Discriminator Loss: 1.5258... Generator Loss: 0.4425 Epoch 1/1... Discriminator Loss: 1.3297... Generator Loss: 0.8419 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.9911 Epoch 1/1... Discriminator Loss: 1.2425... Generator Loss: 0.9232 Epoch 1/1... Discriminator Loss: 1.3252... Generator Loss: 0.8926 Epoch 1/1... Discriminator Loss: 1.1751... Generator Loss: 1.0346 Epoch 1/1... Discriminator Loss: 1.1966... Generator Loss: 0.7312 Epoch 1/1... Discriminator Loss: 1.1727... Generator Loss: 0.8904 Epoch 1/1... Discriminator Loss: 1.2751... Generator Loss: 0.6586 Epoch 1/1... Discriminator Loss: 1.0669... Generator Loss: 1.0133 Epoch 1/1... Discriminator Loss: 1.2345... Generator Loss: 0.7101 Epoch 1/1... Discriminator Loss: 1.1187... Generator Loss: 0.9195 =======Epoch 1/1... Discriminator Loss: 0.8973... Generator Loss: 1.3590 Epoch 1/1... Discriminator Loss: 0.4911... Generator Loss: 3.0888 Epoch 1/1... Discriminator Loss: 1.2658... Generator Loss: 0.9247 Epoch 1/1... Discriminator Loss: 1.8092... Generator Loss: 0.6068 Epoch 1/1... Discriminator Loss: 1.0141... Generator Loss: 0.9258 Epoch 1/1... Discriminator Loss: 1.3435... Generator Loss: 0.5114 Epoch 1/1... Discriminator Loss: 0.8817... Generator Loss: 1.9513 Epoch 1/1... Discriminator Loss: 0.5613... Generator Loss: 2.0694 Epoch 1/1... Discriminator Loss: 0.8557... Generator Loss: 1.9092 Epoch 1/1... Discriminator Loss: 1.2139... Generator Loss: 0.7489 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.3653... Generator Loss: 0.6129 Epoch 1/1... Discriminator Loss: 1.1524... Generator Loss: 0.9467 Epoch 1/1... Discriminator Loss: 1.0579... Generator Loss: 1.2621 Epoch 1/1... Discriminator Loss: 1.1507... Generator Loss: 0.8465 Epoch 1/1... Discriminator Loss: 1.1759... Generator Loss: 0.7773 Epoch 1/1... Discriminator Loss: 1.1801... Generator Loss: 0.8412 Epoch 1/1... Discriminator Loss: 1.2859... Generator Loss: 0.7506 Epoch 1/1... Discriminator Loss: 1.0929... Generator Loss: 1.2300 Epoch 1/1... Discriminator Loss: 1.2273... Generator Loss: 0.6887 Epoch 1/1... Discriminator Loss: 1.1529... Generator Loss: 1.0037 =======Epoch 1/1... Discriminator Loss: 0.6676... Generator Loss: 1.7419 Epoch 1/1... Discriminator Loss: 1.2415... Generator Loss: 0.8356 Epoch 1/1... Discriminator Loss: 1.0403... Generator Loss: 1.5765 Epoch 1/1... Discriminator Loss: 1.1815... Generator Loss: 1.0338 Epoch 1/1... Discriminator Loss: 0.3303... Generator Loss: 2.9124 Epoch 1/1... Discriminator Loss: 2.0196... Generator Loss: 0.2764 Epoch 1/1... Discriminator Loss: 1.1948... Generator Loss: 1.0728 Epoch 1/1... Discriminator Loss: 1.3296... Generator Loss: 0.8123 Epoch 1/1... Discriminator Loss: 1.1231... Generator Loss: 0.8428 Epoch 1/1... Discriminator Loss: 0.8045... Generator Loss: 2.1366 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2479... Generator Loss: 0.7136 Epoch 1/1... Discriminator Loss: 1.1336... Generator Loss: 0.9520 Epoch 1/1... Discriminator Loss: 1.1989... Generator Loss: 1.0260 Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 0.8921 Epoch 1/1... Discriminator Loss: 1.1740... Generator Loss: 0.8749 Epoch 1/1... Discriminator Loss: 1.1008... Generator Loss: 0.9948 Epoch 1/1... Discriminator Loss: 1.3433... Generator Loss: 0.6958 Epoch 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.7656 Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 1.0334 Epoch 1/1... Discriminator Loss: 1.0151... Generator Loss: 1.0665 =======Epoch 1/1... Discriminator Loss: 1.6250... Generator Loss: 0.5263 Epoch 1/1... Discriminator Loss: 0.8997... Generator Loss: 1.1614 Epoch 1/1... Discriminator Loss: 0.5037... Generator Loss: 2.5220 Epoch 1/1... Discriminator Loss: 1.1462... Generator Loss: 0.9082 Epoch 1/1... Discriminator Loss: 0.5578... Generator Loss: 1.5725 Epoch 1/1... Discriminator Loss: 1.2614... Generator Loss: 1.0134 Epoch 1/1... Discriminator Loss: 0.5309... Generator Loss: 1.7175 Epoch 1/1... Discriminator Loss: 1.1824... Generator Loss: 1.1262 Epoch 1/1... Discriminator Loss: 1.1312... Generator Loss: 1.5369 Epoch 1/1... Discriminator Loss: 0.6410... Generator Loss: 4.1249 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2719... Generator Loss: 0.6902 Epoch 1/1... Discriminator Loss: 1.2563... Generator Loss: 0.7572 Epoch 1/1... Discriminator Loss: 1.2703... Generator Loss: 0.6885 Epoch 1/1... Discriminator Loss: 1.1444... Generator Loss: 0.7847 Epoch 1/1... Discriminator Loss: 1.1108... Generator Loss: 0.9762 Epoch 1/1... Discriminator Loss: 1.1769... Generator Loss: 0.8367 Epoch 1/1... Discriminator Loss: 1.2054... Generator Loss: 0.9191 Epoch 1/1... Discriminator Loss: 1.1482... Generator Loss: 1.1563 Epoch 1/1... Discriminator Loss: 1.2344... Generator Loss: 1.4100 Epoch 1/1... Discriminator Loss: 1.3247... Generator Loss: 0.7392
Epoch 1/1... Discriminator Loss: 1.1983... Generator Loss: 0.8494 Epoch 1/1... Discriminator Loss: 1.0653... Generator Loss: 0.9893 Epoch 1/1... Discriminator Loss: 1.1901... Generator Loss: 0.8421 Epoch 1/1... Discriminator Loss: 1.1963... Generator Loss: 0.8076 Epoch 1/1... Discriminator Loss: 1.2890... Generator Loss: 0.6901 Epoch 1/1... Discriminator Loss: 1.2340... Generator Loss: 0.7419 Epoch 1/1... Discriminator Loss: 1.2849... Generator Loss: 0.6251 Epoch 1/1... Discriminator Loss: 1.3329... Generator Loss: 0.8887 Epoch 1/1... Discriminator Loss: 1.1936... Generator Loss: 0.8633 Epoch 1/1... Discriminator Loss: 1.1808... Generator Loss: 0.8001 =======Epoch 1/1... Discriminator Loss: 1.1243... Generator Loss: 0.6539 Epoch 1/1... Discriminator Loss: 0.8909... Generator Loss: 1.3759 Epoch 1/1... Discriminator Loss: 0.5564... Generator Loss: 2.3711 Epoch 1/1... Discriminator Loss: 1.2562... Generator Loss: 0.9284 Epoch 1/1... Discriminator Loss: 1.2090... Generator Loss: 1.3541 Epoch 1/1... Discriminator Loss: 0.6467... Generator Loss: 3.5352 Epoch 1/1... Discriminator Loss: 0.4449... Generator Loss: 1.6174 Epoch 1/1... Discriminator Loss: 0.2061... Generator Loss: 2.6537 Epoch 1/1... Discriminator Loss: 1.3819... Generator Loss: 0.5367 Epoch 1/1... Discriminator Loss: 1.6121... Generator Loss: 0.3545 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.0846... Generator Loss: 1.0298 Epoch 1/1... Discriminator Loss: 1.0567... Generator Loss: 1.0980 Epoch 1/1... Discriminator Loss: 1.3548... Generator Loss: 0.8073 Epoch 1/1... Discriminator Loss: 1.0504... Generator Loss: 1.0452 Epoch 1/1... Discriminator Loss: 1.1558... Generator Loss: 0.8336 Epoch 1/1... Discriminator Loss: 1.2263... Generator Loss: 0.8962 Epoch 1/1... Discriminator Loss: 1.0674... Generator Loss: 1.0362 Epoch 1/1... Discriminator Loss: 1.3242... Generator Loss: 1.0016 Epoch 1/1... Discriminator Loss: 1.2521... Generator Loss: 0.8493 Epoch 1/1... Discriminator Loss: 1.2093... Generator Loss: 0.7440 =======Epoch 1/1... Discriminator Loss: 1.5465... Generator Loss: 1.2020 Epoch 1/1... Discriminator Loss: 1.4094... Generator Loss: 0.8164 Epoch 1/1... Discriminator Loss: 0.5318... Generator Loss: 2.2568 Epoch 1/1... Discriminator Loss: 0.7494... Generator Loss: 1.2461 Epoch 1/1... Discriminator Loss: 1.2253... Generator Loss: 0.9063 Epoch 1/1... Discriminator Loss: 0.8421... Generator Loss: 1.1594 Epoch 1/1... Discriminator Loss: 1.1616... Generator Loss: 1.2824 Epoch 1/1... Discriminator Loss: 0.5520... Generator Loss: 2.1210 Epoch 1/1... Discriminator Loss: 1.2810... Generator Loss: 0.6844 Epoch 1/1... Discriminator Loss: 0.4041... Generator Loss: 1.9041 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.0604... Generator Loss: 1.0047 Epoch 1/1... Discriminator Loss: 1.3020... Generator Loss: 0.7631 Epoch 1/1... Discriminator Loss: 1.2285... Generator Loss: 0.8067 Epoch 1/1... Discriminator Loss: 1.1748... Generator Loss: 0.8895 Epoch 1/1... Discriminator Loss: 1.3184... Generator Loss: 0.6621 Epoch 1/1... Discriminator Loss: 1.2699... Generator Loss: 0.7775 Epoch 1/1... Discriminator Loss: 1.1920... Generator Loss: 0.8788 Epoch 1/1... Discriminator Loss: 1.1615... Generator Loss: 0.8520 Epoch 1/1... Discriminator Loss: 1.2051... Generator Loss: 0.9290 Epoch 1/1... Discriminator Loss: 1.1335... Generator Loss: 1.0094 =======Epoch 1/1... Discriminator Loss: 0.7068... Generator Loss: 1.6174 Epoch 1/1... Discriminator Loss: 0.7856... Generator Loss: 1.3564 Epoch 1/1... Discriminator Loss: 2.0791... Generator Loss: 0.2167 Epoch 1/1... Discriminator Loss: 1.6001... Generator Loss: 0.6057 Epoch 1/1... Discriminator Loss: 1.4392... Generator Loss: 0.4816 Epoch 1/1... Discriminator Loss: 0.5341... Generator Loss: 2.1160 Epoch 1/1... Discriminator Loss: 1.4667... Generator Loss: 0.4180 Epoch 1/1... Discriminator Loss: 1.5292... Generator Loss: 0.8319 Epoch 1/1... Discriminator Loss: 0.5009... Generator Loss: 2.0940 Epoch 1/1... Discriminator Loss: 0.6231... Generator Loss: 3.5113 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2532... Generator Loss: 0.9588 Epoch 1/1... Discriminator Loss: 1.1488... Generator Loss: 0.8201 Epoch 1/1... Discriminator Loss: 1.2767... Generator Loss: 0.7022 Epoch 1/1... Discriminator Loss: 1.2313... Generator Loss: 0.9825 Epoch 1/1... Discriminator Loss: 1.5523... Generator Loss: 0.4617 Epoch 1/1... Discriminator Loss: 1.2533... Generator Loss: 0.8256 Epoch 1/1... Discriminator Loss: 1.4288... Generator Loss: 0.5259 Epoch 1/1... Discriminator Loss: 1.2545... Generator Loss: 0.8200 Epoch 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.8248 Epoch 1/1... Discriminator Loss: 1.2565... Generator Loss: 0.8558 =======Epoch 1/1... Discriminator Loss: 1.3465... Generator Loss: 1.0530 Epoch 1/1... Discriminator Loss: 0.6605... Generator Loss: 1.7281 Epoch 1/1... Discriminator Loss: 1.0955... Generator Loss: 1.4930 Epoch 1/1... Discriminator Loss: 0.4754... Generator Loss: 1.8038 Epoch 1/1... Discriminator Loss: 0.9434... Generator Loss: 1.1092 Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 1.2154 Epoch 1/1... Discriminator Loss: 1.6872... Generator Loss: 1.7764 Epoch 1/1... Discriminator Loss: 0.8577... Generator Loss: 1.0859 Epoch 1/1... Discriminator Loss: 1.1511... Generator Loss: 0.7736 Epoch 1/1... Discriminator Loss: 0.8830... Generator Loss: 1.1177 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2838... Generator Loss: 0.6766 Epoch 1/1... Discriminator Loss: 1.2177... Generator Loss: 0.8709 Epoch 1/1... Discriminator Loss: 1.2549... Generator Loss: 0.8720 Epoch 1/1... Discriminator Loss: 1.2501... Generator Loss: 0.7708 Epoch 1/1... Discriminator Loss: 1.2927... Generator Loss: 0.8466 Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 0.8484 Epoch 1/1... Discriminator Loss: 1.1550... Generator Loss: 0.9234 Epoch 1/1... Discriminator Loss: 1.1361... Generator Loss: 0.9327 Epoch 1/1... Discriminator Loss: 1.2061... Generator Loss: 0.8174 Epoch 1/1... Discriminator Loss: 1.1501... Generator Loss: 0.8483
Epoch 1/1... Discriminator Loss: 1.3539... Generator Loss: 0.7343 Epoch 1/1... Discriminator Loss: 1.2878... Generator Loss: 0.7681 Epoch 1/1... Discriminator Loss: 1.2275... Generator Loss: 0.8221 Epoch 1/1... Discriminator Loss: 1.1409... Generator Loss: 0.9464 Epoch 1/1... Discriminator Loss: 1.1366... Generator Loss: 0.9711 Epoch 1/1... Discriminator Loss: 1.3183... Generator Loss: 0.7618 Epoch 1/1... Discriminator Loss: 1.1069... Generator Loss: 0.9075 Epoch 1/1... Discriminator Loss: 1.2040... Generator Loss: 0.7737 Epoch 1/1... Discriminator Loss: 1.4066... Generator Loss: 0.5986 Epoch 1/1... Discriminator Loss: 1.3420... Generator Loss: 0.8010
Epoch 1/1... Discriminator Loss: 1.2771... Generator Loss: 0.7112 Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.8254 Epoch 1/1... Discriminator Loss: 1.3320... Generator Loss: 1.0391 Epoch 1/1... Discriminator Loss: 1.3614... Generator Loss: 0.5921 Epoch 1/1... Discriminator Loss: 1.3058... Generator Loss: 0.7546 Epoch 1/1... Discriminator Loss: 1.1792... Generator Loss: 0.9297 Epoch 1/1... Discriminator Loss: 1.1480... Generator Loss: 0.9406 Epoch 1/1... Discriminator Loss: 1.3049... Generator Loss: 0.8077 Epoch 1/1... Discriminator Loss: 1.2147... Generator Loss: 0.7967 Epoch 1/1... Discriminator Loss: 1.1427... Generator Loss: 0.9995
Epoch 1/1... Discriminator Loss: 1.2007... Generator Loss: 0.9437 Epoch 1/1... Discriminator Loss: 1.2479... Generator Loss: 0.9748 Epoch 1/1... Discriminator Loss: 1.1217... Generator Loss: 0.9729 Epoch 1/1... Discriminator Loss: 1.4152... Generator Loss: 0.6105 Epoch 1/1... Discriminator Loss: 1.2807... Generator Loss: 0.6377 Epoch 1/1... Discriminator Loss: 1.2690... Generator Loss: 0.8086 Epoch 1/1... Discriminator Loss: 1.1579... Generator Loss: 0.9154 Epoch 1/1... Discriminator Loss: 1.2321... Generator Loss: 0.8107 Epoch 1/1... Discriminator Loss: 1.4671... Generator Loss: 0.5773 Epoch 1/1... Discriminator Loss: 1.1203... Generator Loss: 1.1135 =======Epoch 1/1... Discriminator Loss: 0.8037... Generator Loss: 2.8179 Epoch 1/1... Discriminator Loss: 0.7498... Generator Loss: 1.4573 Epoch 1/1... Discriminator Loss: 0.8034... Generator Loss: 1.0626 Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.9500 Epoch 1/1... Discriminator Loss: 0.7546... Generator Loss: 1.8161 Epoch 1/1... Discriminator Loss: 1.0378... Generator Loss: 1.0037 Epoch 1/1... Discriminator Loss: 0.8859... Generator Loss: 1.8344 Epoch 1/1... Discriminator Loss: 0.4835... Generator Loss: 1.9785 Epoch 1/1... Discriminator Loss: 1.4159... Generator Loss: 0.5556 Epoch 1/1... Discriminator Loss: 1.0521... Generator Loss: 1.1209 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2935... Generator Loss: 0.7076 Epoch 1/1... Discriminator Loss: 1.1495... Generator Loss: 0.9002 Epoch 1/1... Discriminator Loss: 1.1910... Generator Loss: 0.9019 Epoch 1/1... Discriminator Loss: 1.3271... Generator Loss: 0.7719 Epoch 1/1... Discriminator Loss: 1.2936... Generator Loss: 0.8062 Epoch 1/1... Discriminator Loss: 1.0669... Generator Loss: 1.2942 Epoch 1/1... Discriminator Loss: 1.3990... Generator Loss: 0.6601 Epoch 1/1... Discriminator Loss: 1.1319... Generator Loss: 0.9115 Epoch 1/1... Discriminator Loss: 1.2635... Generator Loss: 0.7328 Epoch 1/1... Discriminator Loss: 1.2498... Generator Loss: 0.8537 =======Epoch 1/1... Discriminator Loss: 0.4763... Generator Loss: 3.6934 Epoch 1/1... Discriminator Loss: 0.8599... Generator Loss: 2.9040 Epoch 1/1... Discriminator Loss: 1.4341... Generator Loss: 0.4334 Epoch 1/1... Discriminator Loss: 0.5611... Generator Loss: 2.3291 Epoch 1/1... Discriminator Loss: 1.2060... Generator Loss: 2.5813 Epoch 1/1... Discriminator Loss: 1.4370... Generator Loss: 1.0813 Epoch 1/1... Discriminator Loss: 0.7619... Generator Loss: 1.8361 Epoch 1/1... Discriminator Loss: 0.6901... Generator Loss: 1.3997 Epoch 1/1... Discriminator Loss: 1.4276... Generator Loss: 0.3926 Epoch 1/1... Discriminator Loss: 1.2209... Generator Loss: 0.9138 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.1375... Generator Loss: 0.9678 Epoch 1/1... Discriminator Loss: 1.2782... Generator Loss: 0.6728 Epoch 1/1... Discriminator Loss: 1.3439... Generator Loss: 0.7230 Epoch 1/1... Discriminator Loss: 1.2392... Generator Loss: 0.8083 Epoch 1/1... Discriminator Loss: 1.1983... Generator Loss: 0.9034 Epoch 1/1... Discriminator Loss: 1.2506... Generator Loss: 0.8047 Epoch 1/1... Discriminator Loss: 1.2531... Generator Loss: 0.7212 Epoch 1/1... Discriminator Loss: 1.1347... Generator Loss: 0.9856 Epoch 1/1... Discriminator Loss: 1.1743... Generator Loss: 0.8993 Epoch 1/1... Discriminator Loss: 1.4427... Generator Loss: 1.0051 =======Epoch 1/1... Discriminator Loss: 1.3134... Generator Loss: 0.6109 Epoch 1/1... Discriminator Loss: 0.6342... Generator Loss: 1.3578 Epoch 1/1... Discriminator Loss: 1.9686... Generator Loss: 0.3126 Epoch 1/1... Discriminator Loss: 0.8633... Generator Loss: 1.2537 Epoch 1/1... Discriminator Loss: 1.1742... Generator Loss: 1.3636 Epoch 1/1... Discriminator Loss: 1.0201... Generator Loss: 0.9814 Epoch 1/1... Discriminator Loss: 1.0470... Generator Loss: 0.7629 Epoch 1/1... Discriminator Loss: 1.3525... Generator Loss: 0.8284 Epoch 1/1... Discriminator Loss: 0.9219... Generator Loss: 2.1553 Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 1.0489 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.3418... Generator Loss: 0.8887 Epoch 1/1... Discriminator Loss: 1.1463... Generator Loss: 0.8770 Epoch 1/1... Discriminator Loss: 1.1458... Generator Loss: 0.8652 Epoch 1/1... Discriminator Loss: 1.1300... Generator Loss: 0.8657 Epoch 1/1... Discriminator Loss: 1.2388... Generator Loss: 0.8090 Epoch 1/1... Discriminator Loss: 1.2000... Generator Loss: 1.0023 Epoch 1/1... Discriminator Loss: 1.2345... Generator Loss: 0.7608 Epoch 1/1... Discriminator Loss: 1.2756... Generator Loss: 0.7362 Epoch 1/1... Discriminator Loss: 1.1516... Generator Loss: 0.9630 Epoch 1/1... Discriminator Loss: 1.2605... Generator Loss: 0.8583
Epoch 1/1... Discriminator Loss: 1.3043... Generator Loss: 0.7265 Epoch 1/1... Discriminator Loss: 1.2215... Generator Loss: 0.7134 Epoch 1/1... Discriminator Loss: 1.2023... Generator Loss: 0.8024 Epoch 1/1... Discriminator Loss: 1.1712... Generator Loss: 1.0013 Epoch 1/1... Discriminator Loss: 1.3744... Generator Loss: 0.7237 Epoch 1/1... Discriminator Loss: 1.2811... Generator Loss: 0.7432 Epoch 1/1... Discriminator Loss: 1.3067... Generator Loss: 0.8038 Epoch 1/1... Discriminator Loss: 1.1272... Generator Loss: 0.8624 Epoch 1/1... Discriminator Loss: 1.2941... Generator Loss: 0.7691 Epoch 1/1... Discriminator Loss: 1.2963... Generator Loss: 0.6676
Epoch 1/1... Discriminator Loss: 1.1949... Generator Loss: 0.9066 Epoch 1/1... Discriminator Loss: 1.2745... Generator Loss: 0.7036 Epoch 1/1... Discriminator Loss: 1.1895... Generator Loss: 0.8801 Epoch 1/1... Discriminator Loss: 1.1958... Generator Loss: 0.7370 Epoch 1/1... Discriminator Loss: 1.2296... Generator Loss: 0.9234 Epoch 1/1... Discriminator Loss: 1.2509... Generator Loss: 0.7823 Epoch 1/1... Discriminator Loss: 1.2682... Generator Loss: 0.9778 Epoch 1/1... Discriminator Loss: 1.2394... Generator Loss: 0.8644 Epoch 1/1... Discriminator Loss: 1.2561... Generator Loss: 0.8319 Epoch 1/1... Discriminator Loss: 1.3131... Generator Loss: 0.8226
Epoch 1/1... Discriminator Loss: 1.1604... Generator Loss: 1.0322 Epoch 1/1... Discriminator Loss: 1.2876... Generator Loss: 0.8987 Epoch 1/1... Discriminator Loss: 1.1934... Generator Loss: 0.8565 Epoch 1/1... Discriminator Loss: 1.2107... Generator Loss: 0.8455 Epoch 1/1... Discriminator Loss: 1.2444... Generator Loss: 0.6965 Epoch 1/1... Discriminator Loss: 1.2198... Generator Loss: 0.7813 Epoch 1/1... Discriminator Loss: 1.2872... Generator Loss: 0.7819 Epoch 1/1... Discriminator Loss: 1.2433... Generator Loss: 1.2054 Epoch 1/1... Discriminator Loss: 1.2441... Generator Loss: 0.8284 Epoch 1/1... Discriminator Loss: 1.1960... Generator Loss: 0.8257
Epoch 1/1... Discriminator Loss: 1.2456... Generator Loss: 0.9684 Epoch 1/1... Discriminator Loss: 1.1358... Generator Loss: 0.9565 Epoch 1/1... Discriminator Loss: 1.1620... Generator Loss: 0.9827 Epoch 1/1... Discriminator Loss: 1.4028... Generator Loss: 0.5654 Epoch 1/1... Discriminator Loss: 1.1968... Generator Loss: 0.9351 Epoch 1/1... Discriminator Loss: 1.2786... Generator Loss: 0.7637 Epoch 1/1... Discriminator Loss: 1.2703... Generator Loss: 0.7976 Epoch 1/1... Discriminator Loss: 1.2389... Generator Loss: 0.9729 Epoch 1/1... Discriminator Loss: 1.2294... Generator Loss: 0.8615 Epoch 1/1... Discriminator Loss: 1.2299... Generator Loss: 1.0164
Epoch 1/1... Discriminator Loss: 1.2149... Generator Loss: 0.8090 Epoch 1/1... Discriminator Loss: 1.1789... Generator Loss: 1.0755 Epoch 1/1... Discriminator Loss: 1.3546... Generator Loss: 0.6245 Epoch 1/1... Discriminator Loss: 1.1525... Generator Loss: 0.9337 Epoch 1/1... Discriminator Loss: 1.4143... Generator Loss: 0.5845 Epoch 1/1... Discriminator Loss: 1.3514... Generator Loss: 0.7434 Epoch 1/1... Discriminator Loss: 1.2123... Generator Loss: 0.8417 Epoch 1/1... Discriminator Loss: 1.2058... Generator Loss: 0.9671 Epoch 1/1... Discriminator Loss: 1.1734... Generator Loss: 0.8696 Epoch 1/1... Discriminator Loss: 1.2670... Generator Loss: 0.7732
Epoch 1/1... Discriminator Loss: 1.2574... Generator Loss: 0.8839 Epoch 1/1... Discriminator Loss: 1.2120... Generator Loss: 0.7955 Epoch 1/1... Discriminator Loss: 1.2412... Generator Loss: 1.0547 Epoch 1/1... Discriminator Loss: 1.3076... Generator Loss: 0.7214 Epoch 1/1... Discriminator Loss: 1.3953... Generator Loss: 0.5859 Epoch 1/1... Discriminator Loss: 1.1884... Generator Loss: 0.9028 Epoch 1/1... Discriminator Loss: 1.2726... Generator Loss: 0.8020 Epoch 1/1... Discriminator Loss: 1.2295... Generator Loss: 0.8836 Epoch 1/1... Discriminator Loss: 1.2873... Generator Loss: 0.7151 Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 1.0225
Epoch 1/1... Discriminator Loss: 1.2993... Generator Loss: 0.7418 Epoch 1/1... Discriminator Loss: 1.2822... Generator Loss: 0.7246 Epoch 1/1... Discriminator Loss: 1.2834... Generator Loss: 0.7524 Epoch 1/1... Discriminator Loss: 1.2895... Generator Loss: 0.6809 Epoch 1/1... Discriminator Loss: 1.2503... Generator Loss: 0.9515 Epoch 1/1... Discriminator Loss: 1.3256... Generator Loss: 0.7161 Epoch 1/1... Discriminator Loss: 1.2366... Generator Loss: 0.7863 Epoch 1/1... Discriminator Loss: 1.2829... Generator Loss: 0.7616 Epoch 1/1... Discriminator Loss: 1.3835... Generator Loss: 0.5594 Epoch 1/1... Discriminator Loss: 1.2990... Generator Loss: 0.7195
Epoch 1/1... Discriminator Loss: 1.2696... Generator Loss: 0.8574 Epoch 1/1... Discriminator Loss: 1.2835... Generator Loss: 0.6749 Epoch 1/1... Discriminator Loss: 1.2666... Generator Loss: 0.7212 Epoch 1/1... Discriminator Loss: 1.2839... Generator Loss: 1.0050 Epoch 1/1... Discriminator Loss: 1.2541... Generator Loss: 0.8994 Epoch 1/1... Discriminator Loss: 1.1739... Generator Loss: 0.8962 Epoch 1/1... Discriminator Loss: 1.3380... Generator Loss: 0.6434 Epoch 1/1... Discriminator Loss: 1.2763... Generator Loss: 0.7533 Epoch 1/1... Discriminator Loss: 1.2235... Generator Loss: 0.9043 Epoch 1/1... Discriminator Loss: 1.1542... Generator Loss: 0.8316
Epoch 1/1... Discriminator Loss: 1.2343... Generator Loss: 0.8031 Epoch 1/1... Discriminator Loss: 1.2401... Generator Loss: 0.7510 Epoch 1/1... Discriminator Loss: 1.2529... Generator Loss: 0.9346 Epoch 1/1... Discriminator Loss: 1.1882... Generator Loss: 0.9331 Epoch 1/1... Discriminator Loss: 1.2344... Generator Loss: 0.8542 Epoch 1/1... Discriminator Loss: 1.2795... Generator Loss: 0.8599 Epoch 1/1... Discriminator Loss: 1.2624... Generator Loss: 0.8614 Epoch 1/1... Discriminator Loss: 1.3537... Generator Loss: 0.6526 Epoch 1/1... Discriminator Loss: 1.3583... Generator Loss: 0.6306 Epoch 1/1... Discriminator Loss: 1.3341... Generator Loss: 0.6431
Epoch 1/1... Discriminator Loss: 1.2125... Generator Loss: 0.8902 Epoch 1/1... Discriminator Loss: 1.2759... Generator Loss: 0.6912 Epoch 1/1... Discriminator Loss: 1.1479... Generator Loss: 0.9008 Epoch 1/1... Discriminator Loss: 1.2822... Generator Loss: 0.7225 Epoch 1/1... Discriminator Loss: 1.3472... Generator Loss: 0.8968 Epoch 1/1... Discriminator Loss: 1.3449... Generator Loss: 0.6420 Epoch 1/1... Discriminator Loss: 1.3792... Generator Loss: 0.6204 Epoch 1/1... Discriminator Loss: 1.1045... Generator Loss: 0.9411 Epoch 1/1... Discriminator Loss: 1.2673... Generator Loss: 0.9139 Epoch 1/1... Discriminator Loss: 1.3654... Generator Loss: 0.7915
Epoch 1/1... Discriminator Loss: 1.3189... Generator Loss: 0.9458 Epoch 1/1... Discriminator Loss: 1.2558... Generator Loss: 0.7544 Epoch 1/1... Discriminator Loss: 1.4409... Generator Loss: 0.8734 Epoch 1/1... Discriminator Loss: 1.3301... Generator Loss: 0.6710 Epoch 1/1... Discriminator Loss: 1.2409... Generator Loss: 0.7647 Epoch 1/1... Discriminator Loss: 1.3788... Generator Loss: 0.6116 Epoch 1/1... Discriminator Loss: 1.2557... Generator Loss: 0.8301 Epoch 1/1... Discriminator Loss: 1.3118... Generator Loss: 0.8733 Epoch 1/1... Discriminator Loss: 1.4044... Generator Loss: 0.5975 Epoch 1/1... Discriminator Loss: 1.2760... Generator Loss: 0.8378
Epoch 1/1... Discriminator Loss: 1.3765... Generator Loss: 0.6013 Epoch 1/1... Discriminator Loss: 1.2027... Generator Loss: 1.0133 Epoch 1/1... Discriminator Loss: 1.3391... Generator Loss: 0.9434 Epoch 1/1... Discriminator Loss: 1.2306... Generator Loss: 0.8477 Epoch 1/1... Discriminator Loss: 1.3585... Generator Loss: 0.7692 Epoch 1/1... Discriminator Loss: 1.3225... Generator Loss: 0.6521 Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 0.9006 Epoch 1/1... Discriminator Loss: 1.2169... Generator Loss: 0.8365 Epoch 1/1... Discriminator Loss: 1.3229... Generator Loss: 0.8102 Epoch 1/1... Discriminator Loss: 1.2508... Generator Loss: 0.7624
Epoch 1/1... Discriminator Loss: 1.1610... Generator Loss: 0.8847 Epoch 1/1... Discriminator Loss: 1.3173... Generator Loss: 0.7170 Epoch 1/1... Discriminator Loss: 1.3153... Generator Loss: 0.7004 Epoch 1/1... Discriminator Loss: 1.1453... Generator Loss: 0.8462 Epoch 1/1... Discriminator Loss: 1.2889... Generator Loss: 0.6363 Epoch 1/1... Discriminator Loss: 1.1985... Generator Loss: 0.9510 Epoch 1/1... Discriminator Loss: 1.1709... Generator Loss: 0.9918 Epoch 1/1... Discriminator Loss: 1.2167... Generator Loss: 0.9489 Epoch 1/1... Discriminator Loss: 1.1924... Generator Loss: 0.8258 Epoch 1/1... Discriminator Loss: 1.3603... Generator Loss: 0.7007
Epoch 1/1... Discriminator Loss: 1.2698... Generator Loss: 0.7151 Epoch 1/1... Discriminator Loss: 1.2735... Generator Loss: 0.7807 Epoch 1/1... Discriminator Loss: 1.2107... Generator Loss: 0.8548 Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 0.6298 Epoch 1/1... Discriminator Loss: 1.1510... Generator Loss: 0.9008 Epoch 1/1... Discriminator Loss: 1.3147... Generator Loss: 0.7349 Epoch 1/1... Discriminator Loss: 1.2994... Generator Loss: 0.6445 Epoch 1/1... Discriminator Loss: 1.3777... Generator Loss: 0.6498 Epoch 1/1... Discriminator Loss: 1.2334... Generator Loss: 0.8822 Epoch 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.8656
Epoch 1/1... Discriminator Loss: 1.3459... Generator Loss: 0.7017 Epoch 1/1... Discriminator Loss: 1.2702... Generator Loss: 0.8027 Epoch 1/1... Discriminator Loss: 1.3071... Generator Loss: 0.7644 Epoch 1/1... Discriminator Loss: 1.0440... Generator Loss: 1.1142 Epoch 1/1... Discriminator Loss: 1.2213... Generator Loss: 0.6901 Epoch 1/1... Discriminator Loss: 1.2109... Generator Loss: 0.7930 Epoch 1/1... Discriminator Loss: 1.2043... Generator Loss: 0.9285 Epoch 1/1... Discriminator Loss: 1.2700... Generator Loss: 0.7622 Epoch 1/1... Discriminator Loss: 1.2547... Generator Loss: 0.8141 Epoch 1/1... Discriminator Loss: 1.2756... Generator Loss: 0.7777
Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.8112 Epoch 1/1... Discriminator Loss: 1.1073... Generator Loss: 1.0375 Epoch 1/1... Discriminator Loss: 1.3135... Generator Loss: 1.0133 Epoch 1/1... Discriminator Loss: 1.3236... Generator Loss: 0.7594 Epoch 1/1... Discriminator Loss: 1.1902... Generator Loss: 0.9249 Epoch 1/1... Discriminator Loss: 1.2555... Generator Loss: 0.7848 Epoch 1/1... Discriminator Loss: 1.2462... Generator Loss: 1.0294 Epoch 1/1... Discriminator Loss: 1.3386... Generator Loss: 0.7217 Epoch 1/1... Discriminator Loss: 1.2040... Generator Loss: 0.8471 Epoch 1/1... Discriminator Loss: 1.2707... Generator Loss: 0.8927
Epoch 1/1... Discriminator Loss: 1.2512... Generator Loss: 0.8479 Epoch 1/1... Discriminator Loss: 1.2212... Generator Loss: 0.9284 Epoch 1/1... Discriminator Loss: 1.2454... Generator Loss: 0.7225 Epoch 1/1... Discriminator Loss: 1.2608... Generator Loss: 0.8670 Epoch 1/1... Discriminator Loss: 1.1918... Generator Loss: 0.8730 Epoch 1/1... Discriminator Loss: 1.2961... Generator Loss: 0.7328 Epoch 1/1... Discriminator Loss: 1.2402... Generator Loss: 0.7342 Epoch 1/1... Discriminator Loss: 1.3149... Generator Loss: 0.7735 Epoch 1/1... Discriminator Loss: 1.3446... Generator Loss: 0.7353 Epoch 1/1... Discriminator Loss: 1.3511... Generator Loss: 0.8464
Epoch 1/1... Discriminator Loss: 1.3197... Generator Loss: 0.6658 Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.9647 Epoch 1/1... Discriminator Loss: 1.3220... Generator Loss: 0.7075 Epoch 1/1... Discriminator Loss: 1.2371... Generator Loss: 0.8295 Epoch 1/1... Discriminator Loss: 1.3614... Generator Loss: 0.6148 Epoch 1/1... Discriminator Loss: 1.2581... Generator Loss: 0.8213 Epoch 1/1... Discriminator Loss: 1.1281... Generator Loss: 1.0565 Epoch 1/1... Discriminator Loss: 1.2517... Generator Loss: 0.8307 Epoch 1/1... Discriminator Loss: 1.2418... Generator Loss: 0.7649 Epoch 1/1... Discriminator Loss: 1.3343... Generator Loss: 0.6299
Epoch 1/1... Discriminator Loss: 1.2835... Generator Loss: 0.8511 Epoch 1/1... Discriminator Loss: 1.4214... Generator Loss: 0.6783 Epoch 1/1... Discriminator Loss: 1.3684... Generator Loss: 0.7420 Epoch 1/1... Discriminator Loss: 1.3148... Generator Loss: 0.8970 Epoch 1/1... Discriminator Loss: 1.2345... Generator Loss: 0.7995 Epoch 1/1... Discriminator Loss: 1.2831... Generator Loss: 0.8063 Epoch 1/1... Discriminator Loss: 1.2559... Generator Loss: 0.9892 Epoch 1/1... Discriminator Loss: 1.3636... Generator Loss: 0.7307 Epoch 1/1... Discriminator Loss: 1.2561... Generator Loss: 0.7836 Epoch 1/1... Discriminator Loss: 1.2419... Generator Loss: 0.8234
Epoch 1/1... Discriminator Loss: 1.2545... Generator Loss: 0.8955 Epoch 1/1... Discriminator Loss: 1.1565... Generator Loss: 0.8420 Epoch 1/1... Discriminator Loss: 1.3079... Generator Loss: 0.6975 Epoch 1/1... Discriminator Loss: 1.2940... Generator Loss: 0.7847 Epoch 1/1... Discriminator Loss: 1.2779... Generator Loss: 0.7733 Epoch 1/1... Discriminator Loss: 1.2626... Generator Loss: 0.7945 Epoch 1/1... Discriminator Loss: 1.3285... Generator Loss: 0.6547 Epoch 1/1... Discriminator Loss: 1.3574... Generator Loss: 0.7285 Epoch 1/1... Discriminator Loss: 1.3453... Generator Loss: 0.8444 Epoch 1/1... Discriminator Loss: 1.4676... Generator Loss: 0.6072
Epoch 1/1... Discriminator Loss: 1.4057... Generator Loss: 0.6477 Epoch 1/1... Discriminator Loss: 1.2224... Generator Loss: 0.7050 Epoch 1/1... Discriminator Loss: 1.2587... Generator Loss: 0.8138 Epoch 1/1... Discriminator Loss: 1.2907... Generator Loss: 0.7333 Epoch 1/1... Discriminator Loss: 1.3035... Generator Loss: 0.6846 Epoch 1/1... Discriminator Loss: 1.2777... Generator Loss: 0.8440 Epoch 1/1... Discriminator Loss: 1.2014... Generator Loss: 0.9885 Epoch 1/1... Discriminator Loss: 1.1829... Generator Loss: 0.9147 Epoch 1/1... Discriminator Loss: 1.2528... Generator Loss: 0.8582 Epoch 1/1... Discriminator Loss: 1.3550... Generator Loss: 0.8125
Epoch 1/1... Discriminator Loss: 1.2284... Generator Loss: 0.8925 Epoch 1/1... Discriminator Loss: 1.2656... Generator Loss: 0.7194 Epoch 1/1... Discriminator Loss: 1.2574... Generator Loss: 0.7223 Epoch 1/1... Discriminator Loss: 1.2133... Generator Loss: 0.9045 Epoch 1/1... Discriminator Loss: 1.2819... Generator Loss: 0.8232 Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.9398 Epoch 1/1... Discriminator Loss: 1.3593... Generator Loss: 0.7195 Epoch 1/1... Discriminator Loss: 1.2189... Generator Loss: 0.9096 Epoch 1/1... Discriminator Loss: 1.3088... Generator Loss: 0.6980 Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 0.7402
Epoch 1/1... Discriminator Loss: 1.2638... Generator Loss: 0.8798 Epoch 1/1... Discriminator Loss: 1.2225... Generator Loss: 0.8385 Epoch 1/1... Discriminator Loss: 1.1935... Generator Loss: 0.8783 Epoch 1/1... Discriminator Loss: 1.2215... Generator Loss: 0.7632 Epoch 1/1... Discriminator Loss: 1.3916... Generator Loss: 0.6573 Epoch 1/1... Discriminator Loss: 1.2251... Generator Loss: 0.8166 Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 0.6828 Epoch 1/1... Discriminator Loss: 1.1850... Generator Loss: 0.8604 Epoch 1/1... Discriminator Loss: 1.2215... Generator Loss: 0.8581 Epoch 1/1... Discriminator Loss: 1.3651... Generator Loss: 0.7028
Epoch 1/1... Discriminator Loss: 1.2343... Generator Loss: 0.6881 Epoch 1/1... Discriminator Loss: 1.4282... Generator Loss: 0.6395 Epoch 1/1... Discriminator Loss: 1.4448... Generator Loss: 0.5246 Epoch 1/1... Discriminator Loss: 1.3250... Generator Loss: 0.6538 Epoch 1/1... Discriminator Loss: 1.2697... Generator Loss: 0.7168 Epoch 1/1... Discriminator Loss: 1.4392... Generator Loss: 0.6455 Epoch 1/1... Discriminator Loss: 1.3896... Generator Loss: 0.8594 Epoch 1/1... Discriminator Loss: 1.3067... Generator Loss: 0.8417 Epoch 1/1... Discriminator Loss: 1.2555... Generator Loss: 0.7461 Epoch 1/1... Discriminator Loss: 1.1362... Generator Loss: 0.9917 =======Epoch 1/1... Discriminator Loss: 0.8976... Generator Loss: 1.0207 Epoch 1/1... Discriminator Loss: 1.0339... Generator Loss: 0.8152 Epoch 1/1... Discriminator Loss: 1.4564... Generator Loss: 2.1014 Epoch 1/1... Discriminator Loss: 0.8972... Generator Loss: 0.8138 Epoch 1/1... Discriminator Loss: 1.4893... Generator Loss: 0.9835 Epoch 1/1... Discriminator Loss: 0.8413... Generator Loss: 1.6962 Epoch 1/1... Discriminator Loss: 0.5920... Generator Loss: 1.9877 Epoch 1/1... Discriminator Loss: 1.3549... Generator Loss: 0.8287 Epoch 1/1... Discriminator Loss: 0.9701... Generator Loss: 1.4719 Epoch 1/1... Discriminator Loss: 1.7473... Generator Loss: 0.2832 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.3916... Generator Loss: 0.6903 Epoch 1/1... Discriminator Loss: 1.3051... Generator Loss: 0.6664 Epoch 1/1... Discriminator Loss: 1.1990... Generator Loss: 0.9115 Epoch 1/1... Discriminator Loss: 1.2568... Generator Loss: 0.9162 Epoch 1/1... Discriminator Loss: 1.2713... Generator Loss: 0.7116 Epoch 1/1... Discriminator Loss: 1.3092... Generator Loss: 0.8205 Epoch 1/1... Discriminator Loss: 1.1657... Generator Loss: 0.9394 Epoch 1/1... Discriminator Loss: 1.3399... Generator Loss: 0.7263 Epoch 1/1... Discriminator Loss: 1.3405... Generator Loss: 0.7249 Epoch 1/1... Discriminator Loss: 1.3900... Generator Loss: 0.6561 =======Epoch 1/1... Discriminator Loss: 0.9641... Generator Loss: 2.2098 Epoch 1/1... Discriminator Loss: 0.6619... Generator Loss: 1.7631 Epoch 1/1... Discriminator Loss: 1.7389... Generator Loss: 0.3489 Epoch 1/1... Discriminator Loss: 0.8085... Generator Loss: 0.7638 Epoch 1/1... Discriminator Loss: 1.3372... Generator Loss: 0.6536 Epoch 1/1... Discriminator Loss: 0.6546... Generator Loss: 1.7619 Epoch 1/1... Discriminator Loss: 0.7340... Generator Loss: 3.0369 Epoch 1/1... Discriminator Loss: 0.4637... Generator Loss: 3.0855 Epoch 1/1... Discriminator Loss: 0.9980... Generator Loss: 1.3550 Epoch 1/1... Discriminator Loss: 1.2894... Generator Loss: 1.0548 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2598... Generator Loss: 0.8582 Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 0.9887 Epoch 1/1... Discriminator Loss: 1.2170... Generator Loss: 0.9105 Epoch 1/1... Discriminator Loss: 1.1480... Generator Loss: 0.9113 Epoch 1/1... Discriminator Loss: 1.2753... Generator Loss: 0.8082 Epoch 1/1... Discriminator Loss: 1.1288... Generator Loss: 0.9808 Epoch 1/1... Discriminator Loss: 1.2155... Generator Loss: 0.8307 Epoch 1/1... Discriminator Loss: 1.2192... Generator Loss: 0.7617 Epoch 1/1... Discriminator Loss: 1.3074... Generator Loss: 0.7121 Epoch 1/1... Discriminator Loss: 1.3978... Generator Loss: 0.6453 =======Epoch 1/1... Discriminator Loss: 1.0702... Generator Loss: 1.8074 Epoch 1/1... Discriminator Loss: 0.7481... Generator Loss: 1.2411 Epoch 1/1... Discriminator Loss: 0.9733... Generator Loss: 0.9274 Epoch 1/1... Discriminator Loss: 0.8929... Generator Loss: 1.3280 Epoch 1/1... Discriminator Loss: 0.9012... Generator Loss: 1.4650 Epoch 1/1... Discriminator Loss: 1.1469... Generator Loss: 0.7512 Epoch 1/1... Discriminator Loss: 1.3988... Generator Loss: 0.5045 Epoch 1/1... Discriminator Loss: 0.9468... Generator Loss: 0.9746 Epoch 1/1... Discriminator Loss: 0.9534... Generator Loss: 1.1771 Epoch 1/1... Discriminator Loss: 1.1112... Generator Loss: 0.9260 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.2133... Generator Loss: 0.9785 Epoch 1/1... Discriminator Loss: 1.2818... Generator Loss: 0.8304 Epoch 1/1... Discriminator Loss: 1.4204... Generator Loss: 0.7187 Epoch 1/1... Discriminator Loss: 1.3347... Generator Loss: 0.8390 Epoch 1/1... Discriminator Loss: 1.3558... Generator Loss: 0.5932 Epoch 1/1... Discriminator Loss: 1.2349... Generator Loss: 0.7762 Epoch 1/1... Discriminator Loss: 1.2278... Generator Loss: 0.8015 Epoch 1/1... Discriminator Loss: 1.1948... Generator Loss: 0.7749 Epoch 1/1... Discriminator Loss: 1.2196... Generator Loss: 0.6907 Epoch 1/1... Discriminator Loss: 1.2701... Generator Loss: 0.7244 =======Epoch 1/1... Discriminator Loss: 0.7895... Generator Loss: 1.1027 Epoch 1/1... Discriminator Loss: 0.4508... Generator Loss: 2.6634 Epoch 1/1... Discriminator Loss: 1.2210... Generator Loss: 0.5840 Epoch 1/1... Discriminator Loss: 0.7872... Generator Loss: 2.0381 Epoch 1/1... Discriminator Loss: 0.8713... Generator Loss: 1.0078 Epoch 1/1... Discriminator Loss: 1.1858... Generator Loss: 1.0786 Epoch 1/1... Discriminator Loss: 1.0130... Generator Loss: 0.7849 Epoch 1/1... Discriminator Loss: 1.2302... Generator Loss: 0.6615 Epoch 1/1... Discriminator Loss: 1.6263... Generator Loss: 0.6630 Epoch 1/1... Discriminator Loss: 1.1035... Generator Loss: 0.8263 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
Epoch 1/1... Discriminator Loss: 1.3102... Generator Loss: 0.8373 Epoch 1/1... Discriminator Loss: 1.2455... Generator Loss: 0.7058 Epoch 1/1... Discriminator Loss: 1.3059... Generator Loss: 0.7478 =======Epoch 1/1... Discriminator Loss: 0.9085... Generator Loss: 1.2352 Epoch 1/1... Discriminator Loss: 0.5260... Generator Loss: 1.4176 Epoch 1/1... Discriminator Loss: 1.1621... Generator Loss: 0.7801 Epoch 1/1... Discriminator Loss: 1.1715... Generator Loss: 0.9836 Epoch 1/1... Discriminator Loss: 0.9233... Generator Loss: 1.6091 Epoch 1/1... Discriminator Loss: 1.0948... Generator Loss: 1.3630 >>>>>>> cdc9c170306e1c11a2ff59110cb5c43cb0bd4250
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.